Exploration des données SAGE humaines

AD Dico Challenge 3/11/2003

Sylvain Blachon(Doctorant EDIIS CGMC/LIRIS)

Sous la co tutelle de :J.F. Boulicaut (LIRIS)O. Gandrillon (CGMC)

Thèse financée par la Ligue contre le cancer.

Question biologique

• Etude des cancers

• Objectif : comprendre pourquoi certains groupes de gènes sont exprimés par certaines tumeurs

• Etude de l’expression des gènes par la technique SAGE

• Méthode pour explorer le transcriptome

• Avantages : données « quantitatives » =>comparaison entre expériences possibles (à l’inverse des puces)

La technique SAGE

ADN

ARNm

Protéines

Ensemble des ARNm

2

1

1

1

1

Ensemble des tags = Librairie SAGE

Situation biologique

Données SAGE humaines

• Données issues du Cancer Genome Anatomy Project : aujourd’hui 260 librairies disponibles gratuitement sur Sage Genie (majoritairement Hs)

• Données de décembre 2002 : 180 librairies humaines.

• Données hétérogènes (cellules de tissus ou en culture, beaucoup de tissus différents, cellules tumorales ou normales…)

• Beaucoup d’infos manquantes…

Exploration de ces données

• A la main : travail de titan

• Méthode différentielle : limitée

• Méthode globale :=> Matrice d’expression

tag1 tag2 … tagn

Lib1

tag1 tag2 … tagn

Lib1

Lib2

tag1 tag2 … tagn

Lib1

Lib2

…

Libm

Notre objectif

• Extraction de règles biologiquement stimulantes :

G protein-coupled receptor and KH type splicing G protein-coupled receptor and KH type splicing regulatory protein KSRP => KIAA0340 gene (true in regulatory protein KSRP => KIAA0340 gene (true in 8 different cell types).8 different cell types).

G-protein-coupled receptor

related to chemokine receptorssplicing factor

member of the RAS gene superfamily

Exploration des données : techniques inductives

• Grandes quantités de données => besoin d’outils permettant d’extraire des connaissances de ces données

• Schéma classique :

Données SAGE Prétraiteme

nt

Extr. motifs

Post traitement

Expert

Connaissances

Discrétisation

- Sélection

- Comparaison

Prétraitement des données (1/3)• Données SAGE humaines : sélection des librairies de

plus de 20 000 tags séquencés (Becquet et al)• 90 librairies

Répartition cancer/normal des librairies SAGE par organe

02468

101214161820

colon

brain

Ovary

Prosta

te

vess

el

Breas

tsk

in

cere

bellu

m

thala

mus

kidne

y

panc

reas

lymph

nod

e

perit

oneu

m

stom

achblo

od lung

liver

hear

t

Organe

no

mb

re d

e li

bra

irie

s

normal

cancer

Prétraitement des données (2/3)

• Sélection des tags:– Non ambigus (1 seul identifiant Unigene)– Dont la quantité est d’au moins 2 dans une

librairie

• 2 matrices d’expression humaines:– 74x822 : données de Juin 2001, sélection du

transcriptome minimal (Velculescu)– 90x27679 : données décembre 2002

Prétraitement des données (3/3)

• Les biologistes décident de coder des propriétés d’expression => matrices booléennes

• Nous nous intéressons aux gènes surexprimés => discrétisation de la matrice d’expression

• on considère la valeur d ’expression de chaque gène dans toutes les situations biologiques

• on affecte 1 chaque fois que le gène est surexprimé• A ce jour, 3 techniques pour coder la surexpression d ’un

gène

• La discrétisation est une étape OUVERTE.

Exploration des données : techniques inductives

• Schéma classique :

• 2 types de motifs extraits :• Règles d’association logiques• Concepts

Données SAGE Prétraiteme

nt

Extr. motifs

Post traitement

Expert

Connaissances

Discrétisation

- Sélection

- Comparaison

Extraction de règles d’association (1/6)

• Règles d’association : X => YSi Gene A et Gene B surexprimés => Gene C et Gene D

surexprimés aussi

• Support(AB=>CD) = Supp(ABCD)• Confiance (AB=>CD) = Supp(ABCD)/Supp(AB)• Règles logiques : confiance =1• Cas concret :

– Si support minimal = 50%7 ensembles fréquents :A, B, D, AB, AD, BD, ADB3 règles logiques et fréquentes :

B=>AD=>ABD=>A

A B C D

1 1 1 0 1

2 1 0 1 0

3 1 1 0 1

Extraction de règles d’association (2/6)

• Extraction sur la matrice 74x822 (Becquet et al, 2002)

• Utilisation de l’algorithme Min-Ex :• basé sur l’extraction des ensembles libres• à partir libres, on extrait des règles dont le membre

gauche est minimal

Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 , Translation elongation factor 1-alpha-1## : 12Electron-transfer-flavoprotein, beta polypeptide5 , Ribosomal protein S5## Ribosomal protein L27## : 860S RIBOSOMAL PROTEIN L2440 , Ribosomal protein L35a## : 9Ribosomal protein S2543 , 60S RIBOSOMAL PROTEIN L13A## : 13ESTs, Highly similar to NADH-UBIQUINONE OXIDOREDUCTASE AGGG SUBUNIT PRECURSOR [Bos taurus]75 , Human NADH:ubiquinone oxidoreductase MLRQ subunit mRNA, complete cds## : 10ESTs, Highly similar to 60S RIBOSOMAL PROTEIN L36 [Rattus norvegicus]## , Translation elongation factor 1 gamma## : 12ESTs, Weakly similar to !!!! ALU SUBFAMILY J WARNING ENTRY !!!! [H.sapiens]## , Ribosomal protein L27## : 1040S RIBOSOMAL PROTEIN S2## , 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## : 14Ubiquitin A-52 residue ribosom(al) protein fusion product 1## , 60S RIBOSOMAL PROTEIN L18## : 8Homo sapiens CAG-isl 7 mRNA, complete cds## , Translation elongation factor 1-alpha-1## : 12Ribosomal protein S9## , 60S RIBOSOMAL PROTEIN L23## Finkel-Biskis-Reilly murine sarcoma virus (FBR-MuSV) ubiquitously expressed (fox derived)## Ribosomal protein L35a## Ribosomal protein S26## : 8ESTs, Highly similar to 40S RIBOSOMAL PROTEIN S27 [Rattus norvegicus]## , PEPTIDYL-PROLYL CIS-TRANS ISOMERASE A## Human NADH:ubiquinone oxidoreductase MLRQ subunit mRNA, complete cds## : 9Human B-cell receptor associated protein (hBAP) mRNA, partial cds## , 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1-alpha-1## : 8Ribosomal protein, large, P0## , Ribosomal protein L26## Ribosomal protein L19## Ribosomal protein L6## H.sapiens alpha NAC mRNA## Translation elongation factor 1-alpha-1## : 8H.sapiens mRNA for ras-related GTP-binding protein (Signal)## , Human platelet-endothelial tetraspan antigen 3 mRNA, complete cds## : 860S RIBOSOMAL PROTEIN L13## , 60S RIBOSOMAL PROTEIN L13A## Ribosomal protein L27## : 9ESTs, Highly similar to HYPOTHETICAL 6.3 KD PROTEIN ZK652.2 IN CHROMOSOME III [Caenorhabditis elegans]## , Ribosomal protein L27## : 13PROTEASOME IOTA CHAIN## , 60S RIBOSOMAL PROTEIN L13A## : 9Ribosomal protein S24## , Ribosomal protein L27## : 960S RIBOSOMAL PROTEIN L24## , 40S RIBOSOMAL PROTEIN S27## 40S RIBOSOMAL PROTEIN S23## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## : 8HEAT SHOCK PROTEIN HSP 90-BETA## , Aplysia ras-related homolog 12## : 10ESTs, Weakly similar to W08E3.1 [C.elegans]## , Translation elongation factor 1-alpha-1## : 8ESTs, Weakly similar to HYPOTHETICAL 15.4 KD PROTEIN C16C10.11 IN CHROMOSOME III [C.elegans]## , 60S RIBOSOMAL PROTEIN L23## 60S RIBOSOMAL PROTEIN L18## Ribosomal protein S26## Translation elongation factor 1-alpha-1## : 8ESTs, Weakly similar to NUCLEAR PROTEIN SNF7 [Saccharomyces cerevisiae]## , Human G protein-coupled receptor (STRL22) mRNA, complete cds (Signal)## : 9Ribosomal protein S3A## , 60S RIBOSOMAL PROTEIN L13A## : 13Human ribosomal protein L10 mRNA, complete cds## , Ribosomal protein L19## : 12Tropomyosin 4 (fibroblast)## , LYSOSOME-ASSOCIATED MEMBRANE GLYCOPROTEIN 1 PRECURSOR## : 8Human mRNA for ribosomal protein L39, complete cds## , Ribosomal protein L27## : 11Calnexin## , 40S RIBOSOMAL PROTEIN S19## : 10GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## , Translation elongation factor 1-alpha-1## : 13Ribosomal protein S11## , Ribosomal protein L19## : 960S RIBOSOMAL PROTEIN L41## , 60S RIBOSOMAL PROTEIN L13A## : 15Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 60S RIBOSOMAL PROTEIN L23## , Translation elongation factor 1-alpha-1## H.sapiens alpha NAC mRNA## : 8Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 Ribosomal protein L26## , Translation elongation factor 1-alpha-1## Basic transcription factor 3## Ribosomal protein L27## H.sapiens alpha NAC mRNA## : 8Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 Ribosomal protein L19## , Translation elongation factor 1-alpha-1## Ribosomal protein L27## : 8Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 60S RIBOSOMAL PROTEIN L18## , Translation elongation factor 1-alpha-1## H.sapiens alpha NAC mRNA## : 8Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 Translation elongation factor 1 gamma## , Translation elongation factor 1-alpha-1## Ribosomal protein L27## : 8Homo sapiens p120 catenin isoform 1A (CTNND1) mRNA, alternatively spliced, complete cds4 GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## , Translation elongation factor 1-alpha-1## Human mRNA for ornithine decarboxylase antizyme, ORF 1 and ORF 2## : 860S RIBOSOMAL PROTEIN L23A20 Ribosomal protein L26## , Basic transcription factor 3## Ribosomal protein L19## Ribosomal protein L27## Ribosomal protein L6## 60S RIBOSOMAL PROTEIN L34## Translation elongation factor 1-alpha-1## GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## : 860S RIBOSOMAL PROTEIN L23A20 Ribosomal protein L19## , Ribosomal protein L26## Basic transcription factor 3## Ribosomal protein L27## Ribosomal protein L6## 60S RIBOSOMAL PROTEIN L34## Translation elongation factor 1-alpha-1## GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## : 860S RIBOSOMAL PROTEIN L23A20 40S RIBOSOMAL PROTEIN S20## , H.sapiens alpha NAC mRNA## : 960S RIBOSOMAL PROTEIN L23A20 Ribosomal protein L27## , Ribosomal protein L26## Basic transcription factor 3## Ribosomal protein L19## Ribosomal protein L6## 60S RIBOSOMAL PROTEIN L34## Translation elongation factor 1-alpha-1## GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## : 860S RIBOSOMAL PROTEIN L23A20 Ribosomal protein L6## , Basic transcription factor 3## : 960S RIBOSOMAL PROTEIN L23A20 60S RIBOSOMAL PROTEIN L34## , Ribosomal protein L26## Basic transcription factor 3## Ribosomal protein L19## Ribosomal protein L27## Ribosomal protein L6## Translation elongation factor 1-alpha-1## GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## : 860S RIBOSOMAL PROTEIN L23A20 Translation elongation factor 1-alpha-1## , GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## : 960S RIBOSOMAL PROTEIN L23A20 Human mRNA for ornithine decarboxylase antizyme, ORF 1 and ORF 2## , Basic transcription factor 3## : 8Ribosomal protein L37a22 60S RIBOSOMAL PROTEIN L18A41 , Ribosomal protein L3137 Ribosomal protein L27## : 8Ribosomal protein L37a22 Homo sapiens FGF-1 intracellular binding protein (FIBP) mRNA, complete cds(Signal)77 , Ribosomal protein L3137 : 10Ribosomal protein L37a22 60S RIBOSOMAL PROTEIN L23## , Ribosomal protein L3137 : 10Ribosomal protein L37a22 ESTs, Highly similar to 60S RIBOSOMAL PROTEIN L36 [Rattus norvegicus]## , Translation elongation factor 1 gamma## Ribosomal protein L3137 40S RIBOSOMAL PROTEIN S2## 40S RIBOSOMAL PROTEIN S23## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Ribosomal protein S26## Translation elongation factor 1-alpha-1## : 8Ribosomal protein L37a22 60S RIBOSOMAL PROTEIN L13A## , Ribosomal protein L3137 : 10Ribosomal protein L37a22 40S RIBOSOMAL PROTEIN S2## , 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## Ribosomal protein L19## : 10Ribosomal protein L37a22 Dopachrome tautomerase (dopachrome delta-isomerase, tyrosine-related protein 2)## , Ribosomal protein L3137 Ribosomal protein L27## : 9Ribosomal protein L37a22 40S RIBOSOMAL PROTEIN S27## , Ribosomal protein L3137 : 11Ribosomal protein L37a22 Ribosomal protein S10## , Ribosomal protein L3137 : 10Ribosomal protein L37a22 Cytochrome c oxidase subunit IV## , Ribosomal protein L3137 Ribosomal protein L27## : 8Ribosomal protein L37a22 Ribosomal protein S5## , Ribosomal protein L3137 Ribosomal protein S10## Ribosomal protein L27## : 8Ribosomal protein L37a22 40S RIBOSOMAL PROTEIN S23## , Ribosomal protein L3137 40S RIBOSOMAL PROTEIN S2## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Ribosomal protein S26## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## : 9Ribosomal protein L37a22 Ribosomal protein L19## , 40S RIBOSOMAL PROTEIN S2## 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## : 10Ribosomal protein L37a22 ESTs, Highly similar to HYPOTHETICAL 6.3 KD PROTEIN ZK652.2 IN CHROMOSOME III [Caenorhabditis elegans]## , Ribosomal protein L27## Ribosomal protein L3137 : 8Ribosomal protein L37a22 60S RIBOSOMAL PROTEIN L18## , 40S RIBOSOMAL PROTEIN S2## Ribosomal protein L19## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## : 10Ribosomal protein L37a22 Ribosomal protein L27## , Ribosomal protein L3137 : 11Ribosomal protein L37a22 Ribosomal protein S3A## , 60S RIBOSOMAL PROTEIN L13A## Ribosomal protein L3137 Ribosomal protein L27## 60S RIBOSOMAL PROTEIN L41## : 8Ribosomal protein L37a22 Human ribosomal protein L10 mRNA, complete cds## , Ribosomal protein L19## Ribosomal protein L3137 60S RIBOSOMAL PROTEIN L23## 40S RIBOSOMAL PROTEIN S2## 40S RIBOSOMAL PROTEIN S23## 60S RIBOSOMAL PROTEIN L18## ESTs## Ribosomal protein S26## Translation elongation factor 1 gamma## ribosomal protein S18## Translation elongation factor 1-alpha-1## : 8Ribosomal protein L37a22 ESTs## , Ribosomal protein L3137 60S RIBOSOMAL PROTEIN L23## 40S RIBOSOMAL PROTEIN S2## 40S RIBOSOMAL PROTEIN S23## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Human ribosomal protein L10 mRNA, complete cds## Ribosomal protein S26## Translation elongation factor 1 gamma## ribosomal protein S18## Translation elongation factor 1-alpha-1## : 8Ribosomal protein L37a22 Ribosomal protein S26## , Ribosomal protein L3137 40S RIBOSOMAL PROTEIN S2## 40S RIBOSOMAL PROTEIN S23## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## : 9Ribosomal protein L37a22 UBIQUINOL-CYTOCHROME C REDUCTASE COMPLEX 14 KD PROTEIN## , 40S RIBOSOMAL PROTEIN S2## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## : 9Ribosomal protein L37a22 Translation elongation factor 1 gamma## , 40S RIBOSOMAL PROTEIN S2## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1-alpha-1## : 10Ribosomal protein L37a22 ribosomal protein S18## , Ribosomal protein L3137 60S RIBOSOMAL PROTEIN L23## : 9Ribosomal protein L37a22 60S RIBOSOMAL PROTEIN L34## , Ribosomal protein L3137 Ribosomal protein L27## : 8Ribosomal protein L37a22 Translation elongation factor 1-alpha-1## , 40S RIBOSOMAL PROTEIN S2## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## : 10Ribosomal protein L37a22 Human mRNA for ribosomal protein L39, complete cds## , Ribosomal protein L27## Ribosomal protein L3137 : 8Ribosomal protein L37a22 60S RIBOSOMAL PROTEIN L41## , 60S RIBOSOMAL PROTEIN L13A## Ribosomal protein L3137 Ribosomal protein L27## : 9CD9 antigen27 60S RIBOSOMAL PROTEIN L34## , Ribosomal protein L19## Ribosomal protein L27## : 8CD9 antigen27 Translation elongation factor 1-alpha-1## , Ribosomal protein L19## : 8Homo sapiens chromosome 19, cosmid R3246929 60S RIBOSOMAL PROTEIN L18A41 , Ribosomal protein L27## : 8Homo sapiens chromosome 19, cosmid R3246929 60S RIBOSOMAL PROTEIN L13A## , Ribosomal protein L27## 60S RIBOSOMAL PROTEIN L41## : 9Homo sapiens chromosome 19, cosmid R3246929 40S RIBOSOMAL PROTEIN S27## , Ribosomal protein L27## : 9Homo sapiens chromosome 19, cosmid R3246929 Ribosomal protein S10## , Ribosomal protein L27## : 8Homo sapiens chromosome 19, cosmid R3246929 60S RIBOSOMAL PROTEIN L18## , Translation elongation factor 1 gamma## : 8Homo sapiens chromosome 19, cosmid R3246929 Ribosomal protein S26## , Ribosomal protein L27## : 8Homo sapiens chromosome 19, cosmid R3246929 ESTs, Weakly similar to SEX-DETERMINING TRANSFORMER PROTEIN 1 [Caenorhabditis elegans]## , Ribosomal protein L27## : 9Homo sapiens chromosome 19, cosmid R3246929 60S RIBOSOMAL PROTEIN L34## , Ribosomal protein L27## : 8Homo sapiens chromosome 19, cosmid R3246929 60S RIBOSOMAL PROTEIN L41## , 60S RIBOSOMAL PROTEIN L13A## Ribosomal protein L27## : 9Human glutathione-S-transferase homolog mRNA, complete cds33 Eukaryotic translation elongation factor 292 , Ribosomal protein L3## : 8Human glutathione-S-transferase homolog mRNA, complete cds33 60S RIBOSOMAL PROTEIN L34## , Ribosomal protein L27## : 8Human glutathione-S-transferase homolog mRNA, complete cds33 Human mRNA for ornithine decarboxylase antizyme, ORF 1 and ORF 2## , Ribosomal protein L19## : 8PROTEASOME BETA CHAIN PRECURSOR35 Ribosomal protein S25## , Ribosomal protein L19## Ribosomal protein L27## : 8PROTEASOME BETA CHAIN PRECURSOR35 ESTs, Highly similar to 40S RIBOSOMAL PROTEIN S27 [Rattus norvegicus]## , Translation elongation factor 1-alpha-1## : 8PROTEASOME BETA CHAIN PRECURSOR35 40S RIBOSOMAL PROTEIN S23## , Ribosomal protein L27## : 8PROTEASOME BETA CHAIN PRECURSOR35 Ribosomal protein L19## , Ribosomal protein L27## : 9PROTEASOME BETA CHAIN PRECURSOR35 60S RIBOSOMAL PROTEIN L34## , Ribosomal protein L27## : 8PROTEASOME BETA CHAIN PRECURSOR35 Human mRNA for ornithine decarboxylase antizyme, ORF 1 and ORF 2## , Translation elongation factor 1-alpha-1## : 8Ribosomal protein L3137 60S RIBOSOMAL PROTEIN L18A41 , Ribosomal protein L37a22 Ribosomal protein L27## : 8Ribosomal protein L3137 Ribosomal protein L844 , Ribosomal protein L37a22 : 10Ribosomal protein L3137 Homo sapiens FGF-1 intracellular binding protein (FIBP) mRNA, complete cds(Signal)77 , Ribosomal protein L37a22 : 10Ribosomal protein L3137 60S RIBOSOMAL PROTEIN L23## , Ribosomal protein L37a22 : 10Ribosomal protein L3137 ESTs, Highly similar to 60S RIBOSOMAL PROTEIN L36 [Rattus norvegicus]## , Translation elongation factor 1 gamma## Ribosomal protein L37a22 40S RIBOSOMAL PROTEIN S2## 40S RIBOSOMAL PROTEIN S23## Ribosomal protein L19## 60S RIBOSOMAL PROTEIN L18## Ribosomal protein S26## Translation elongation factor 1-alpha-1## : 8Ribosomal protein L3137 40S RIBOSOMAL PROTEIN S2## , 60S RIBOSOMAL PROTEIN L18## Translation elongation factor 1 gamma## Translation elongation factor 1-alpha-1## Ribosomal protein L37a22 40S RIBOSOMAL PROTEIN S23## Ribosomal protein L19## Ribosomal protein S26## : 9Ribosomal protein L3137 Dopachrome tautomerase (dopachrome delta-isomerase, tyrosine-related protein 2)## , Ribosomal protein L37a22 Ribosomal protein L27## : 9

PROTEASOME BETA CHAIN PRECURSOR35 Human mRNA for ornithine decarboxylase antizyme, ORF 1 and ORF 2806 , Translation elongation factor 1-alpha-1775 : 8Ribosomal protein L31 37 60S RIBOSOMAL PROTEIN L18A41 , Ribosomal protein L37a 22 Ribosomal protein L27 503 : 8Ribosomal protein L31 37 Ribosomal protein L8 44 , Ribosomal protein L37a 22 : 10Ribosomal protein L31 37 Homo sapiens FGF-1 intracellular binding protein (FIBP) mRNA, complete cds(Signal)77 , Ribosomal protein L37a 22 : 10Ribosomal protein L31 37 60S RIBOSOMAL PROTEIN L23104 , Ribosomal protein L37a 22 : 10

ESTs, Weakly similar to B0334.4 [C.elegans]74 , Voltage-dependent anion channel 1## : 5Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence## : 4Homo sapiens RNA polymerase II transcription factor SIII p18 subunit mRNA, complete cds## , ESTs## : 5ESTs, Weakly similar to zinc finger protein [H.sapiens]## , ESTs## : 5IMP (inosine monophosphate) dehydrogenase 2## , Ribosomal protein, large, P0## : 5Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence## : 4DEFENDER AGAINST CELL DEATH 1## , H.sapiens CDM mRNA## : 5Ribosomal protein S5## , Ribosomal protein, large, P0## Ribosomal protein L21## : 5ADENYLYL CYCLASE-ASSOCIATED PROTEIN 1## , Homo sapiens mRNA for follistain-related protein (FRP), complete cds## : 5Ribosomal protein L21## , Ribosomal protein S5## Ribosomal protein, large, P0## : 5Ribosomal protein L19## , GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## : 5Protein phosphatase 1, catalytic subunit, alpha isoform## , ESTs## : 5ESTs, Weakly similar to No definition line found [C.elegans]## , ESTs## : 5Voltage-dependent anion channel 1## , ESTs, Weakly similar to B0334.4 [C.elegans]74 : 5Adenosine A2b receptor## , Homo sapiens mRNA for KIAA0591 protein, partial cds## Homo sapiens tumor necrosis factor superfamily member LIGHT mRNA, complete cds## Homo sapiens RNA transcript from U17 small nucleolar RNA host gene, variant U17HG-AB## : 4Heterogeneous nuclear ribonucleoprotein A2/B1## , LARGE PROLINE-RICH PROTEIN BAT2## : 5H.sapiens CDM mRNA## , DEFENDER AGAINST CELL DEATH 1## : 5Triosephosphate isomerase 1## , ESTs, Weakly similar to No definition line found [C.elegans]## : 5ESTs, Weakly similar to No definition line found [C.elegans]## , Triosephosphate isomerase 1## : 5Homo sapiens F1F0-type ATP synthase subunit g mRNA, complete cds## , H.sapiens mRNA for NADH dehydrogenase## Calnexin## : 5ESTs, Weakly similar to neuroendocrine-specific protein C [H.sapiens]## , Homo sapiens mRNA for follistain-related protein (FRP), complete cds## : 5GUANINE NUCLEOTIDE-BINDING PROTEIN BETA SUBUNIT-LIKE PROTEIN 12.3## , Ribosomal protein L19## : 5PROTEASOME ZETA CHAIN## , ESTs## : 5Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence61 , Tag matches mitochondrial sequence73 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens mRNA for follistain-related protein (FRP), complete cds## Prostatic binding protein## ESTs## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence73 , Tag matches mitochondrial sequence61 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens mRNA for follistain-related protein (FRP), complete cds## Prostatic binding protein## ESTs## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence89 , Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens phosphoprotein CtBP mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence99 , Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## : 3Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence61 Tag matches mitochondrial sequence73 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens mRNA for follistain-related protein (FRP), complete cds## Prostatic binding protein## ESTs## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Prostatic binding protein## : 3Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence89 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens phosphoprotein CtBP mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Prostatic binding protein## : 3Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence## ATPase, H+ transporting, lysosomal (vacuolar proton pump) 31kD## : 2Tag matches mitochondrial sequence1 Homo sapiens mRNA for follistain-related protein (FRP), complete cds## , Tag matches mitochondrial sequence61 Tag matches mitochondrial sequence73 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## ESTs## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence89 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens phosphoprotein CtBP mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence89 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens phosphoprotein CtBP mRNA, complete cds## : 2Tag matches mitochondrial sequence1 ATPase, H+ transporting, lysosomal (vacuolar proton pump) 31kD## , Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## : 2Tag matches mitochondrial sequence1 Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## , Prostatic binding protein## : 3Tag matches mitochondrial sequence1 ESTs## , Prostatic binding protein## Homo sapiens CD39L2 (CD39L2) mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, eta polypeptide## , Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Calmodulin 1 (phosphorylase kinase, delta)## : 2Tag matches mitochondrial sequence1 Homo sapiens flotillin-1 mRNA, complete cds## , Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Human enhancer of rudimentary homolog mRNA, complete cds## , Sign(al recognition particle 14 kD protein## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence89 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Homo sapiens phosphoprotein CtBP mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Sign(al recognition particle 14 kD protein## , Human enhancer of rudimentary homolog mRNA, complete cds## : 2Tag matches mitochondrial sequence1 Homo sapiens CD39L2 (CD39L2) mRNA, complete cds## , Prostatic binding protein## ESTs## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence89 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Homo sapiens phosphoprotein CtBP mRNA, complete cds## : 2Tag matches mitochondrial sequence1 ESTs## , Tag matches mitochondrial sequence61 Tag matches mitochondrial sequence73 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Homo sapiens mRNA for follistain-related protein (FRP), complete cds## Prostatic binding protein## : 2Tag matches mitochondrial sequence1 Calmodulin 1 (phosphorylase kinase, delta)## , Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, eta polypeptide## : 2Tag matches mitochondrial sequence1 Tag matches mitochondrial sequence## , Tag matches mitochondrial sequence## : 2Tag matches mitochondrial sequence1 Homo sapiens phosphoprotein CtBP mRNA, complete cds## , Tag matches mitochondrial sequence89 Tag matches mitochondrial sequence99 Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## Prostatic binding protein## Human 150 kDa oxygen-regulated protein ORP150 mRNA, complete cds## Tag matches mitochondrial sequence## Tag matches mitochondrial sequence## : 2POLYADENYLATE-BINDING PROTEIN2 Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 , Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 HEAT SHOCK PROTEIN HSP 90-BETA## : 3POLYADENYLATE-BINDING PROTEIN2 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 HEAT SHOCK PROTEIN HSP 90-BETA## : 3POLYADENYLATE-BINDING PROTEIN2 Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 , Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 Homo sapiens clone 23675 mRNA sequence66 , Solute carrier family 5 (sodium/glucose cotransporter), member 2## Testis enhanced gene transcript## Adrenergic, beta, receptor kinase 1## H.sapiens mRNA for TRAMP protein## Homo sapiens mRNA for putative seven transmembrane domain protein (Signal)## 14-3-3 PROTEIN TAU (Signal)## : 2POLYADENYLATE-BINDING PROTEIN2 HEAT SHOCK PROTEIN HSP 90-ALPHA69 , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 ESTs, Weakly similar to CASEIN KINASE I HOMOLOG HRR25 [Saccharomyces cerevisiae]## V-erb-b2 avian erythroblastic leukemia viral oncogene homolog 3 {alternative products} (Signal)## HEAT SHOCK PROTEIN HSP 90-ALPHA## HEAT SHOCK PROTEIN HSP 90-BETA## : 2POLYADENYLATE-BINDING PROTEIN2 ESTs## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 ESTs, Weakly similar to CASEIN KINASE I HOMOLOG HRR25 [Saccharomyces cerevisiae]## , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 HEAT SHOCK PROTEIN HSP 90-ALPHA69 V-erb-b2 avian erythroblastic leukemia viral oncogene homolog 3 {alternative products} (Signal)## HEAT SHOCK PROTEIN HSP 90-ALPHA## HEAT SHOCK PROTEIN HSP 90-BETA## : 2POLYADENYLATE-BINDING PROTEIN2 ESTs## , Human B-cell receptor associated protein (hBAP) mRNA, partial cds## Proteasome component C2## Human siah binding protein 1 (SiahBP1) mRNA, partial cds## Human mRNA for KIAA0088 gene, partial cds## : 2POLYADENYLATE-BINDING PROTEIN2 Testis enhanced gene transcript## , Homo sapiens clone 23675 mRNA sequence66 Solute carrier family 5 (sodium/glucose cotransporter), member 2## Adrenergic, beta, receptor kinase 1## H.sapiens mRNA for TRAMP protein## Homo sapiens mRNA for putative seven transmembrane domain protein (Signal)## 14-3-3 PROTEIN TAU (Signal)## : 2POLYADENYLATE-BINDING PROTEIN2 GLYCOPROTEIN HORMONES ALPHA CHAIN PRECURSOR## , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 Homo sapiens mRNA for Hrs, complete cds## HEAT SHOCK PROTEIN HSP 90-BETA## : 2POLYADENYLATE-BINDING PROTEIN2 Adrenergic, beta, receptor kinase 1## , Homo sapiens clone 23675 mRNA sequence66 Solute carrier family 5 (sodium/glucose cotransporter), member 2## Testis enhanced gene transcript## H.sapiens mRNA for TRAMP protein## Homo sapiens mRNA for putative seven transmembrane domain protein (Signal)## 14-3-3 PROTEIN TAU (Signal)## : 2POLYADENYLATE-BINDING PROTEIN2 ESTs, Weakly similar to ALBUMIN B-32 PROTEIN [Zea mays]## , Eukaryotic translation elongation factor 292 Ribosomal protein L4## : 2POLYADENYLATE-BINDING PROTEIN2 V-erb-b2 avian erythroblastic leukemia viral oncogene homolog 3 {alternative products} (Signal)## , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 HEAT SHOCK PROTEIN HSP 90-ALPHA69 ESTs, Weakly similar to CASEIN KINASE I HOMOLOG HRR25 [Saccharomyces cerevisiae]## HEAT SHOCK PROTEIN HSP 90-ALPHA## HEAT SHOCK PROTEIN HSP 90-BETA## : 2POLYADENYLATE-BINDING PROTEIN2 Human B-cell receptor associated protein (hBAP) mRNA, partial cds## , ESTs## Proteasome component C2## Human siah binding protein 1 (SiahBP1) mRNA, partial cds## Human mRNA for KIAA0088 gene, partial cds## : 2POLYADENYLATE-BINDING PROTEIN2 Ribosomal protein L4## , Eukaryotic translation elongation factor 292 ESTs, Weakly similar to ALBUMIN B-32 PROTEIN [Zea mays]## : 2POLYADENYLATE-BINDING PROTEIN2 H.sapiens mRNA for TRAMP protein## , Homo sapiens clone 23675 mRNA sequence66 Solute carrier family 5 (sodium/glucose cotransporter), member 2## Testis enhanced gene transcript## Adrenergic, beta, receptor kinase 1## Homo sapiens mRNA for putative seven transmembrane domain protein (Signal)## 14-3-3 PROTEIN TAU (Signal)## : 2POLYADENYLATE-BINDING PROTEIN2 HEAT SHOCK PROTEIN HSP 90-ALPHA## , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 HEAT SHOCK PROTEIN HSP 90-ALPHA69 ESTs, Weakly similar to CASEIN KINASE I HOMOLOG HRR25 [Saccharomyces cerevisiae]## V-erb-b2 avian erythroblastic leukemia viral oncogene homolog 3 {alternative products} (Signal)## HEAT SHOCK PROTEIN HSP 90-BETA## : 2POLYADENYLATE-BINDING PROTEIN2 ESTs, Highly similar to HYPOTHETICAL 37.2 KD PROTEIN C12C2.09C IN CHROMOSOME I [Schizosaccharomyces pombe]## , Solute carrier family 5 (sodium/glucose cotransporter), member 2## Glycyl-tRNA synthetase## Myeloid cell leukemia sequence 1 (BCL2-related)## Calmodulin 1 (phosphorylase kinase, delta)## : 2POLYADENYLATE-BINDING PROTEIN2 Proteasome (prosome, macropain) subunit, beta type, 6## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 H.sapiens mRNA for mediator of receptor-induced toxicity## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 HEAT SHOCK PROTEIN HSP 90-BETA## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 Glycyl-tRNA synthetase## , Solute carrier family 5 (sodium/glucose cotransporter), member 2## ESTs, Highly similar to HYPOTHETICAL 37.2 KD PROTEIN C12C2.09C IN CHROMOSOME I [Schizosaccharomyces pombe]## Myeloid cell leukemia sequence 1 (BCL2-related)## Calmodulin 1 (phosphorylase kinase, delta)## : 2POLYADENYLATE-BINDING PROTEIN2 Homo sapiens dbpB-like protein mRNA, complete cds## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 Proteasome component C2## , ESTs## Human B-cell receptor associated protein (hBAP) mRNA, partial cds## Human siah binding protein 1 (SiahBP1) mRNA, partial cds## Human mRNA for KIAA0088 gene, partial cds## : 2POLYADENYLATE-BINDING PROTEIN2 Homo sapiens mRNA for Hrs, complete cds## , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 GLYCOPROTEIN HORMONES ALPHA CHAIN PRECURSOR## HEAT SHOCK PROTEIN HSP 90-BETA## : 2POLYADENYLATE-BINDING PROTEIN2 HEAT SHOCK PROTEIN HSP 90-BETA## , Human translation initiation factor eIF3 p40 subunit mRNA, complete cds16 Human translation initiation factor eIF3 p66 subunit mRNA, complete cds32 : 3POLYADENYLATE-BINDING PROTEIN2 Human siah binding protein 1 (SiahBP1) mRNA, partial cds## , ESTs## Human B-cell receptor associated protein (hBAP) mRNA, partial cds## Proteasome component C2## Human mRNA for KIAA0088 gene, partial cds## : 2POLYADENYLATE-BINDING PROTEIN2 Homo sapiens mRNA for putative seven transmembrane domain protein (Signal)## , Homo sapiens clone 23675 mRNA sequence66 Solute carrier family 5 (sodium/glucose cotransporter), member 2## Testis enhanced gene transcript## Adrenergic, beta, receptor kinase 1## H.sapiens mRNA for TRAMP protein## 14-3-3 PROTEIN TAU (Signal)## : 2POLYADENYLATE-BINDING PROTEIN2 Myeloid cell leukemia sequence 1 (BCL2-related)## , Solute carrier family 5 (sodium/glucose cotransporter), member 2## ESTs, Highly similar to HYPOTHETICAL 37.2 KD PROTEIN C12C2.09C IN CHROMOSOME I [Schizosaccharomyces pombe]## Glycyl-tRNA synthetase## Calmodulin 1 (phosphorylase kinase, delta)## : 2POLYADENYLATE-BINDING PROTEIN2 Homo sapiens DBI-related protein mRNA, complete cds## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 14-3-3 PROTEIN TAU (Signal)## , Homo sapiens clone 23675 mRNA sequence66 Solute carrier family 5 (sodium/glucose cotransporter), member 2## Testis enhanced gene transcript## Adrenergic, beta, receptor kinase 1## H.sapiens mRNA for TRAMP protein## Homo sapiens mRNA for putative seven transmembrane domain protein (Signal)## : 2POLYADENYLATE-BINDING PROTEIN2 C4/C2 activating component of Ra-reactive factor## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## Translation elongation factor 1-alpha-1## : 2POLYADENYLATE-BINDING PROTEIN2 Human mRNA for KIAA0088 gene, partial cds## , ESTs## Human B-cell receptor associated protein (hBAP) mRNA, partial cds## Proteasome component C2## Human siah binding protein 1 (SiahBP1) mRNA, partial cds## : 2POLYADENYLATE-BINDING PROTEIN2 Translation elongation factor 1-alpha-1## , Human DNA from chromosome 19-specific cosmid R27090, genomic sequence63 Eukaryotic translation elongation factor 292 ESTs## Solute carrier family 5 (sodium/glucose cotransporter), member 2## Proteasome (prosome, macropain) subunit, beta type, 6## ADP-RIBOSYLATION FACTOR-LIKE PROTEIN 2## H.sapiens mRNA for mediator of receptor-induced toxicity## HEAT SHOCK PROTEIN HSP 90-BETA## Homo sapiens dbpB-like protein mRNA, complete cds## Homo sapiens DBI-related protein mRNA, complete cds## C4/C2 activating component of Ra-reactive factor## : 2POLYADENYLATE-BINDING PROTEIN2 Calmodulin 1 (phosphorylase kinase, delta)## , Solute carrier family 5 (sodium/glucose cotransporter), member 2## ESTs, Highly similar to HYPOTHETICAL 37.2 KD PROTEIN C12C2.09C IN CHROMOSOME I [Schizosaccharomyces pombe]## Glycyl-tRNA synthetase## Myeloid cell leukemia sequence 1 (BCL2-related)## : 2

kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. bulk.17 , prostate. carcinoma. cell line.14 : 35 prostate. carcinoma. bulk.17 prostate. carcinoma. cell line.19 , prostate. carcinoma. cell line.14 prostate. normal. bulk.16 : 31 prostate. carcinoma. bulk.17 prostate. normal. microdissected. CGAP. non-normalized. SAGE library method. microdissected.66 , prostate. carcinoma. cell line.14 : 20 prostate. carcinoma. bulk.17 mammary gland. carcinoma. cell line. estrogen.70 , prostate. carcinoma. cell line.14 : 30 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.1 prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.18 , prostate. normal. bulk.16 : 20 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.1 prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.19 , prostate. normal. bulk.16 : 18 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.1 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 : 21 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.1 prostate. carcinoma. bulk.17 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 : 20 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.19 , prostate. normal. bulk.16 : 20 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 , prostate. carcinoma. cell line.14 : 30 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. cell line.15 prostate. carcinoma. cell line.18 , prostate. carcinoma. cell line.14 : 17 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. cell line.15 brain. astrocytoma. bulk.27 , prostate. carcinoma. cell line.14 : 24 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. cell line.15 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 : 22 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. cell line.15 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 : 19 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. normal. bulk.16 prostate. carcinoma. cell line.18 , prostate. carcinoma. cell line.14 : 21 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 : 23 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. normal. bulk.16 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 , prostate. carcinoma. cell line.14 : 19 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. bulk.17 brain. astrocytoma. bulk.27 , prostate. carcinoma. cell line.14 prostate. normal. bulk.16 : 18 kidney. normal. cell line. embryo. CGAP. non-normalized. SAGE library method. cell line.2 prostate. carcinoma. bulk.17 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 , prostate. carcinoma. cell line.14 prostate. normal. bulk.16 : 17 prostate. carcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.7 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.15 : 21 ovary. carcinoma. SAGE. cell line. CGAP. non-normalized. SAGE library method. cell line.8 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 , prostate. carcinoma. cell line.14 : 19 pancreas. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.12 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 , prostate. carcinoma. cell line.14 : 22 pancreas. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.12 prostate. carcinoma. cell line.15 prostate. carcinoma. bulk.17 , prostate. carcinoma. cell line.14 : 21 pancreas. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.13 prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 , prostate. carcinoma. cell line.15 : 17 pancreas. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.13 prostate. carcinoma. cell line.15 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 : 18 pancreas. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.13 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 , prostate. carcinoma. cell line.15 : 18 prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 ovary. clear cell. poorly dif ferentiated. carcinoma. CGAP. non-normalized. SAGE library method. cell line.40 , prostate. normal. bulk.16 : 18 prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.19 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. normal. bulk.16 prostate. carcinoma. bulk.17 prostate. carcinoma. cell line.18 : 18 prostate. carcinoma. cell line.14 brain. astrocytoma. bulk.27 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.15 : 25 prostate. carcinoma. cell line.14 brain. astrocytoma. bulk.27 medulloblastoma. SAGE. brain stem. CGAP. non-normalized. SAGE library method. cell line.36 , prostate. carcinoma. cell line.15 : 19 prostate. carcinoma. cell line.14 brain. astrocytoma. bulk.27 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line.15 : 18 prostate. carcinoma. cell line.14 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 , prostate. carcinoma. cell line.15 : 22 prostate. carcinoma. cell line.14 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 , prostate. carcinoma. cell line.15 : 22 prostate. carcinoma. cell line.14 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line.15 : 21 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 brain. astrocytoma. bulk.27 , prostate. carcinoma. cell line.14 : 31 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 medulloblastoma. SAGE. brain stem. CGAP. non-normalized. SAGE library method. cell line.36 , prostate. carcinoma. cell line.14 : 25 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 prostate. normal. microdissected. CGAP. non-normalized. SAGE library method. microdissected.66 , prostate. carcinoma. cell line.14 : 18 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 mammary gland. carcinoma. cell line.69 , prostate. carcinoma. cell line.14 : 22 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 mammary gland. carcinoma. cell line. estrogen.70 , prostate. carcinoma. cell line.14 : 28 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 mammary gland. carcinoma. cell line. estrogen.71 , prostate. carcinoma. cell line.14 : 23 prostate. carcinoma. cell line.15 prostate. carcinoma. bulk.17 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 : 28 prostate. carcinoma. cell line.15 prostate. carcinoma. bulk.17 mammary gland. carcinoma. cell line.69 , prostate. carcinoma. cell line.14 : 20 prostate. carcinoma. cell line.15 prostate. normal. microdissected. CGAP. non-normalized. SAGE library method. microdissected.66 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 : 19 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 : 34 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 medulloblastoma. SAGE. brain stem. CGAP. non-normalized. SAGE library method. cell line.36 , prostate. carcinoma. cell line.14 : 25 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 ovary. clear cell. poorly dif ferentiated. carcinoma. CGAP. non-normalized. SAGE library method. cell line.40 , prostate. carcinoma. cell line.14 : 18 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 mammary gland. carcinoma. cell line. estrogen.71 , prostate. carcinoma. cell line.14 : 24 prostate. normal. bulk.16 prostate. carcinoma. cell line.18 prostate. carcinoma. cell line.19 , prostate. carcinoma. cell line.14 : 33 prostate. normal. bulk.16 prostate. carcinoma. cell line.18 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 : 19 prostate. normal. bulk.16 prostate. carcinoma. cell line.19 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 prostate. carcinoma. cell line.18 : 18 prostate. normal. bulk.16 brain. astrocytoma. bulk.27 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.15 : 21 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 , prostate. carcinoma. cell line.15 : 21 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 , prostate. carcinoma. cell line.15 : 22 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line.15 : 19 prostate. normal. bulk.16 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 : 17 prostate. normal. bulk.16 medulloblastoma. SAGE. brain stem. CGAP. non-normalized. SAGE library method. cell line.36 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.15 : 17 prostate. normal. bulk.16 prostate. normal. microdissected. CGAP. non-normalized. SAGE library method. microdissected.66 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.14 : 17 prostate. normal. bulk.16 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 mammary gland. carcinoma. cell line. estrogen.70 , prostate. carcinoma. cell line.14 : 18 prostate. carcinoma. bulk.17 prostate. carcinoma. cell line.19 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.14 prostate. normal. bulk.16 prostate. carcinoma. cell line.18 : 18 prostate. carcinoma. bulk.17 brain. astrocytoma. bulk.27 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.15 : 18 prostate. carcinoma. bulk.17 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 , prostate. carcinoma. cell line.15 : 17 prostate. carcinoma. bulk.17 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 , prostate. carcinoma. cell line.15 : 18 prostate. carcinoma. bulk.17 mammary gland. carcinoma. cell line.69 mammary gland. carcinoma. cell line. estrogen.71 , prostate. carcinoma. cell line.14 : 19 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.7 brain. astrocytoma. bulk.27 : 17 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , brain. astrocytoma. bulk.27 : 19 ovary. epithelium. normal. bulk. CGAP. non-normalized. SAGE library method. cell line.43 mammary gland. carcinoma. cell line. estrogen.70 mammary gland. carcinoma. cell line. estrogen.71 , mammary gland. carcinoma. cell line.69 : 19 prostate. normal. microdissected. CGAP. non-normalized. SAGE library method. microdissected.66 mammary gland. carcinoma. cell line.69 mammary gland. carcinoma. cell line. estrogen.71 , mammary gland. carcinoma. cell line. estrogen.70 : 19 prostate. carcinoma. cell line.14 prostate. carcinoma. cell line.15 prostate. carcinoma. cell line.18 prostate. carcinoma. cell line.19 , prostate. normal. bulk.16 : 22 prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 prostate. carcinoma. cell line.18 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. normal. bulk.16 : 19 prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 brain. astrocytoma. bulk.27 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 , prostate. carcinoma. cell line.15 prostate. normal. bulk.16 : 17 prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 , prostate. carcinoma. cell line.15 prostate. normal. bulk.16 : 17 prostate. carcinoma. cell line.14 prostate. carcinoma. bulk.17 medulloblastoma. SAGE. brain stem. CGAP. non-normalized. SAGE library method. cell line.36 prostate. adenocarcinoma. microdissected. CGAP. non-normalized. SAGE library method. microdissected.67 , prostate. carcinoma. cell line.15 : 18 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 , prostate. carcinoma. cell line.14 : 23 prostate. carcinoma. cell line.15 prostate. normal. bulk.16 prostate. carcinoma. bulk.17 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 , prostate. carcinoma. cell line.14 : 21 prostate. carcinoma. cell line.15 brain. astrocytoma. bulk.27 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.7 : 20 prostate. carcinoma. cell line.15 brain. astrocytoma. bulk.27 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.41 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.7 : 17 prostate. carcinoma. cell line.15 brain. astrocytoma. bulk.27 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , prostate. carcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.7 : 20 prostate. carcinoma. cell line.15 brain. medulloblastoma. cell line. CGAP. non-normalized. SAGE library method. cell line.30 pancreas. epithelium. ductal. normal. cell line. CGAP. non-normalized. SAGE library method. cell line.44 prostate. adenocarcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.47 , brain. astrocytoma. bulk.27 prostate. carcinoma. cell line. CGAP. non-normalized. SAGE library method. cell line.7 : 17

Ribosomal pr otein L37a22 Human r ibosomal pr otein L10 mRNA, complete cds623 , Ribosomal pr otein L19364 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L37a22 E ST s 631 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 E ST s 631 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 T r anslation elongation f actor 1-alpha-1775 : 8

60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 T r anslation elongation f actor 1-alpha-1775 : 8

40S RIBOSOMAL P ROT E IN S2151 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 : 8

Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 , Ribosomal pr otein L19364 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 T r anslation elongation f actor 1-alpha-1775 : 8

Human r ibosomal pr otein L10 mRNA, complete cds623 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L19364 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 : 8

E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 : 8

tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 , Ribosomal pr otein L3137 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein S26636 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1 gamma757 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 Ribosomal pr otein L19364 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L18500 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 Human r ibosomal pr otein L10 mRNA, complete cds623 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein S26636 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1 gamma757 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 60S RIBOSOMAL P ROT E IN L23104 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 Ribosomal pr otein L19364 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L18500 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1 gamma757 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 60S RIBOSOMAL P ROT E IN L23104 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 60S RIBOSOMAL P ROT E IN L23104 E ST s 631 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L3137 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L3137 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 E ST s 631 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 E ST s 631 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

60S RIBOSOMAL P ROT E IN L23104 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1 gamma757 , 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 E ST s 631 Ribosomal pr otein S26636 , Ribosomal pr otein L19364 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 E ST s 631 T r anslation elongation f actor 1 gamma757 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein S26636 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1 gamma757 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

40S RIBOSOMAL P ROT E IN S2151 E ST s 631 Ribosomal pr otein S26636 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 tr anscr iption elongation f actor B (SI I I ), polypeptide 1-l ike763 : 8

Ribosomal pr otein L37a22 Human r ibosomal pr otein L10 mRNA, complete cds623 , Ribosomal pr otein L19364 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L37a22 E ST s 631 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 E ST s 631 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 T r anslation elongation f actor 1-alpha-1775 : 8

60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 T r anslation elongation f actor 1-alpha-1775 : 8

40S RIBOSOMAL P ROT E IN S2151 r ibosomal pr otein S18763 , 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 : 8

Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 , Ribosomal pr otein L19364 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 T r anslation elongation f actor 1-alpha-1775 : 8

Human r ibosomal pr otein L10 mRNA, complete cds623 r ibosomal pr otein S18763 , Ribosomal pr otein L19364 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 : 8

E ST s 631 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 : 8

r ibosomal pr otein S18763 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 , Ribosomal pr otein L3137 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein S26636 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1 gamma757 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S23349 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 r ibosomal pr otein S18763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 Ribosomal pr otein L19364 r ibosomal pr otein S18763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L18500 r ibosomal pr otein S18763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 Ribosomal pr otein S26636 r ibosomal pr otein S18763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L37a22 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 , Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 Human r ibosomal pr otein L10 mRNA, complete cds623 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein S26636 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1 gamma757 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 60S RIBOSOMAL P ROT E IN L23104 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 Ribosomal pr otein L19364 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L18500 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

Ribosomal pr otein L3137 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1 gamma757 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 60S RIBOSOMAL P ROT E IN L23104 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1-alpha-1775 , Ribosomal pr otein L37a22 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 60S RIBOSOMAL P ROT E IN L23104 E ST s 631 r ibosomal pr otein S18763 : 8

Ribosomal pr otein L3137 Ribosomal pr otein S26636 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

Ribosomal pr otein L3137 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 40S RIBOSOMAL P ROT E IN S2151 E ST s 631 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein L19364 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 E ST s 631 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Human r ibosomal pr otein L10 mRNA, complete cds623 Ribosomal pr otein S26636 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 60S RIBOSOMAL P ROT E IN L18500 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 Ribosomal pr otein S26636 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 : 8

60S RIBOSOMAL P ROT E IN L23104 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1 gamma757 , 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 E ST s 631 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 Ribosomal pr otein S26636 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 E ST s 631 Ribosomal pr otein S26636 , Ribosomal pr otein L19364 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 40S RIBOSOMAL P ROT E IN S23349 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 E ST s 631 T r anslation elongation f actor 1 gamma757 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S2151 Ribosomal pr otein S26636 r ibosomal pr otein S18763 : 8

60S RIBOSOMAL P ROT E IN L23104 Ribosomal pr otein S26636 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 T r anslation elongation f actor 1 gamma757 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

60S RIBOSOMAL P ROT E IN L23104 T r anslation elongation f actor 1 gamma757 r ibosomal pr otein S18763 , Ribosomal pr otein L37a22 Ribosomal pr otein L3137 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Ribosomal pr otein S26636 40S RIBOSOMAL P ROT E IN S2151 Human r ibosomal pr otein L10 mRNA, complete cds623 E ST s 631 T r anslation elongation f actor 1-alpha-1775 : 8

40S RIBOSOMAL P ROT E IN S2151 E ST s 631 Ribosomal pr otein S26636 , 40S RIBOSOMAL P ROT E IN S23349 Ribosomal pr otein L19364 60S RIBOSOMAL P ROT E IN L18500 Human r ibosomal pr otein L10 mRNA, complete cds623 T r anslation elongation f actor 1 gamma757 T r anslation elongation f actor 1-alpha-1775 Ribosomal pr otein L37a22 Ribosomal pr otein L3137 60S RIBOSOMAL P ROT E IN L23104 r ibosomal pr otein S18763 : 8

• Deux grands traits sont présents :

• gènes ribosomaux

• gènes mitochondriaux

• A l’intérieur d’un jeu de règles homogène

• Ré-identification d’un gène mal identifié

• Proposition de la fonction d’une EST

• Possibilité d’associer des cellules

Extraction de règles d’association (3/6)

Extraction de règles d’association (4/6)

• Extraction de règles biologiquement stimulantes :

G protein-coupled receptor and KH type splicing G protein-coupled receptor and KH type splicing regulatory protein KSRP => KIAA0340 gene (true in regulatory protein KSRP => KIAA0340 gene (true in 8 different cell types).8 different cell types).

G-protein-coupled receptor

related to chemokine receptorssplicing factor

member of the RAS gene superfamily

Extraction de règles d’association (5/6)

Matrix Discrétisation Densité Nombre d’ensembles libres

Nombre d’ensembles fermés

74x822 ENE 82,8 % Intractable Intractable

74x822 Milieu 12,2 % 13 580 544 80 068

74x822 Max-25% max 3,8 % 35934 1386

74x822 5% max 4,8 % 72640 1808

90x27679 ENE 34,5 % Intractable Intractable

90x27679 Milieu 4,8 % Intractable Intractable

90x27679 Max-25% max 2,2 % Intractable Intractable

90x27679 5% max 4,7 % Intractable Intractable

• Extraction sur la matrice 90x27679 : l’algorithme atteint ses limites

Extraction de règles d’association (6/6)

• Solution envisagée (GREYC) :• Transposition de la matrice• Extraction sur les situations biologiques• Passage par la connexion de Galois pour extraire

des concepts

• Le contexte permet l’extraction des concepts à l’aide de nos extracteurs (Ac-miner ; Mv-miner)

La notion de concept (1/4)• Un concept est un groupe reliant deux

ensembles :– un ensemble de gènes– un ensemble de librairies– Exemple : 4 gènes surexprimés dans 4 librairies.

Librairies8_brain

bulk10_brain

bulk41_thalamu

s bulk85_brain

bulk

Hs.82071 651Cbp/p300-interacting

CITED2

Hs.182825 717ribosomal

protein L35RPL35

Hs.306738 813Sapiens cDNA:

Hs.75106 946clusterin

(complemeCLU

Gènes

concept672 :

La notion de concept (2/4)

Connexion de Galois:Formalisme mathématique qui rend compte des

relations décrites par la matrice binaire

Soit L = ensemble des librairies , T = ensemble des tags

2 fonctions :f : L → T g : T → L

La notion de concept (3/4)

• Ensemble fermé :Soit l un ensemble de librairies et t un ensemble

de tags.

l est fermé ssi gof(l) = g(f(l)) = l.

t est fermé ssi fog(t) = f(g(t)) = t.

• Concept = paire (l,t) tel que : – f(l)=t et g(t) = l– Où l et t sont des fermés t.q. gof (l) = l.

La notion de concept (4/4)

• Concrètement :f et g :

f({L1}) = {B,C,E}

f({L1,L3,L4}) = {B,C}

g({A}) = {L4}

g({B,C}) = {L1,L3,L4}

Fermés :

g(f({L1})) = g({B,C,E}) = {L1}

g(f({L1,L3}) = g({B,C}) = {L1,L3,L4}

A B C D E

L1 0 1 1 0 1

L2 0 0 0 1 0

L3 0 1 1 1 0

L4 1 1 1 0 0

Concepts de cette matrice :({L1}, {B,C,E}) ; ({L3}, {B,C,D}) ; ({L4}, {A,B,C}) ;({L2,L3}, {D}) ; ({L1,L3,L4}, {B,C}) ;

Extraction de concepts (1/2)

• A partir des ensembles libres on peut calculer l’ensemble des fermés.

• Notre stratégie : – pour calculer l’ensemble des concepts, on

calcule tous les libres sur la matrice transposée

– on calcule alors leur fermeture– on en déduit les concepts

Extraction de concepts (2/2)

Matrix Discrétisation Densité Nombre d’ensembles libres Nombre d’ensembles fermés

90x27679 Milieu 4,8 % Intractable Intractable

t 90x27679 Milieu 4,8 % 324 565 196 130

90x27679 Max-25% max 2,2 % Intractable Intractable

t 90x27679 Max-25% max 2,2 % 21603 9150

90x27679 5% max 4,7 % Intractable Intractable

t 90x27679 5% max 4,7 % 54762 31766

Conclusion :On règle un verrou technologique …

… et on obtient une nouvelle information biologiquement intéressante : le lien entre des groupes de gènes et des situations biologiques qui les surexpriment (Rioult et al, KDID’03)

Exploration des données : techniques inductives

• Schéma classique :

• 2 post traitements :• Sélection des concepts d’intérêt• Outil de visualisation

Données SAGE Prétraiteme

nt

Extr. motifs

Post traitement

Expert

Connaissances

Discrétisation

- Sélection

- Comparaison

PostTraitement (1/3)

• Nécessité d’interroger une collection de concepts

• 1er outil : sélection de concepts d’intérêt• 4 critères :

– Homogénéité des librairies (ex : carcinoma)– Présence d’un ensemble de gènes d’intérêt– Nombre de librairies dans le concept– Nombre de tags dans le concept

• Possibilité de les combiner (conjonction)

PostTraitement (2/3)

• L’outil de sélection permet de diminuer drastiquement le nombre de concepts à analyser

Mot cléNombre minimal

de librairiesNombre minimal

de tagsNombre de

concepts

- 1 1 681

- 2 2 330

- 3 3 64

- 4 4 4

Brain 1 1 160

Brain 2 2 106

Brain 3 3 20

Brain 4 4 0

PostTraitement (3/3)

• 2ème outil : outil de visualisation des concepts (Ruggero Pensa et Céline Robardet)

• Classification hiérarchique des concepts

• Piste extrêmement prometteuse car classification d’interactions entre les objets que l’on étudie

Interprétation biologique (1/3)

• Faire du sens : Gene Ontology (GO)• vocabulaire décrivant les gènes• termes GO classés dans 3 catégories :

– Processus biologique– Localisation subcellulaire– Fonction moléculaire

• Ontologie structurée : graphe diacyclique

Interprétation biologique (2/3)

• outil web Fatigo• En entrée : une liste de gènes• En sortie : la proportion de gènes pour chaque terme de

GO de notre liste qui le partage

• => vision globale des processus biologiques à partir d’un ensemble de gènes d’intérêt

Interprétation biologique (3/3)

Perspectives (1/2)

• Prétraitement • Evaluation de la discrétisation sur les motifs

extraits• Utilisation de nouvelles discrétisations sur données

SAGE• Utilisation d’Identitag pour identifier les tags

• Utilisation des concepts• Développer des méthodes de post-traitement• Affiner celles existantes (disjonction, …)

Perspectives (2/2)

• Et les règles ?• A partir de concepts d’intérêt, extraire les règles sur une

matrice réduite• Extraction de règles δ-fortes• Utilisation des mesures d’intérêt

• Coupler notre méthode d’extraction avec d’autres méthodes (clustering, analyse statistiques, etc.)

• Test d’un scénario complet d’extraction de concepts intéressants

• Utiliser ces outils sur des données SAGE de poulet

Remerciements

• CGMCBECQUET CélineBRESSON CorinneDERRINGTON EdmundDAMIOLA FrancescaDAZY SébastienFAURE Claudine GANDRILLON OlivierGIRAUD SandrineKEIME CélineROBARDET Céline

• LIRISBESSON JérémyBOULICAUT Jean-

FrançoisJEUDY BaptistePENSA Ruggero

• PrismaROBARDET Céline

• GREYCCREMILLIEUX BrunoRIOULT François

Merci de votre attention

Prétraitement des données (4/4)2

1

010 20 30 40 50 60 70

Max – 25% MaxMax – 25% Max

2

1

010 20 30 40 50 60 70

Max – 25% Max

Libr

a irie

1

10 20 30 40 50 60 70

Milieu2

1

010 20 30 40 50 60 70

5% les plus exprim é s

10 20 30 40 50 60 700

1

2

5% les plus exprim é s

10 20 30 40 50 60 700

1

2

5% les plus exprim é s

10 20 30 40 50 60 70

x% des valeurs les plus hautes

10 20 30 40 50 60 700

1

2

Niveau d’expression du gène

Données Continues

Libr

a irie

1

Niveau d’expression du gène

Libr

a irie

1

Niveau d’expression du gène

max moins x%Données binaires

0 1

0 1

0 1

Gènes particuliers… (1/2)• Gènes Growth factor

four and a half LIM domains 1 FHL1 molecular_function unknown|muscle development|cellular_component unknown|cell growth|cell differentiation

pleiotrophin (heparin binding growth factor 8, neurite growth-promoting factor 1)

PTNprotein phosphatase inhibitor activity|heparin binding|cytokine activity|growth factor activity|transmembrane receptor protein tyrosine phosphatase signaling pathway|positive regulation of cell proliferation|neurogenesis|cell

interleukin 8 IL8interleukin-8 receptor binding|chemokine activity|cell cycle arrest|negative regulation of cell proliferation|G-protein coupled receptor protein signaling pathway|chemotaxis|intracellular signaling cascade|immune response|cell

AXL receptor tyrosine kinase AXLtransmembrane receptor protein tyrosine kinase activity|ATP binding|receptor activity|cell growth and/or maintenance|protein amino acid phosphorylation|signal transduction|regulation of cell cycle|integral to plasma

growth differentiation factor 10 GDF10 cytokine activity|growth factor activity|TGFbeta receptor signaling pathway|skeletal development

tetraspan 1TSPAN-1

mystery cell fate differentiation (sensu Drosophila)|cell adhesion|cell proliferation|cell motility|integral to membrane

chemokine (C-X-C motif) ligand 10 CXCL10chemokine activity|cAMP-dependent protein kinase, intrinsic regulator activity|positive regulation of cell proliferation|chemotaxis|muscle development|circulation|cell surface receptor linked signal transduction|immune

microtubule-associated protein, RP/EB family, member 1

MAPRE1

protein C-terminus binding|microtubule binding|cell proliferation|regulation of cell cycle|microtubule-based process

brain-derived neurotrophic factor BDNF growth factor activity|neurogenesis

hepsin (transmembrane protease, serine 1)

HPNtrypsin activity|cell growth and/or maintenance|proteolysis and peptidolysis|integral to plasma membrane|chymotrypsin activity|hydrolase activity

tumor necrosis factor (ligand) superfamily, member 7

TNFSF7

tumor necrosis factor receptor binding|apoptosis|immune response|cell proliferation|signal transduction|cell-cell signaling|integral to plasma membrane

insulin-like growth factor 2 (somatomedin A)

IGF2insulin-like growth factor receptor binding|hormone activity|growth factor activity|growth pattern|insulin receptor signaling pathway|imprinting|physiological processes|skeletal development|development|cell proliferation|regulation

artemin ARTN receptor binding|neuroblast proliferation|signal transduction

leucine-rich, glioma inactivated 1 LGI1 neurogenesis|cell proliferation

Gènes particuliers… (2/2)• Gènes liés au cerveau

neurogenic differentiation 2

NEUROD2 transcription factor activity|neurogenesis|regulation of transcription from Pol II promoter|nucleus|cell differentiation

dynein, cytoplasmic, light polypeptide 1

DNCL1microtubule motor activity|enzyme inhibitor activity|nitric oxide biosynthesis|oogenesis|embryogenesis and morphogenesis|cytoplasmic dynein complex|microtubule-based process|actin cytoskeleton organization and

solute carrier family 1 (glial high affinity

SLC1A3sodium:dicarboxylate/tricarboxylate symporter activity|glutamate/aspartate:sodium symporter activity|dicarboxylic acid transport|glutamate transport|transport|synaptic transmission|neurotransmitter uptake|integral to membrane|membrane

monoamine oxidase A MAOAamine oxidase (flavin-containing) activity|catecholamine metabolism|electron transport|behavior|mitochondrion|integral to membrane|oxidoreductase activity|neurotransmitter catabolism

pleiotrophin (heparin binding growth factor 8,

PTNprotein phosphatase inhibitor activity|heparin binding|cytokine activity|growth factor activity|transmembrane receptor protein tyrosine phosphatase signaling pathway|positive regulation of cell proliferation|neurogenesis|cell

forkhead box G1B FOXG1Btranscription factor activity|brain development|regulation of transcription, DNA-dependent|embryogenesis and morphogenesis|development|nucleus

dihydropyrimidinase-like 4

DPYSL4 neurogenesis|hydrolase activity

GTP-binding protein RHO6Rho small monomeric GTPase activity|GTP binding|negative regulation of cell adhesion|actin filament organization|small GTPase mediated signal transduction|cytoskeleton|adherens junction|neuronal remodeling

neurogenic differentiation 1

NEUROD1RNA polymerase II transcription factor activity|DNA binding|regulation of transcription, DNA-dependent|neurogenesis|nucleus|cell differentiation

synapsin I SYN1actin binding|transporter activity|nonselective vesicle transport|synaptic transmission|neurotransmitter secretion|synaptic vesicle|secretory vesicle|synaptic junction

delta-like 3 (Drosophila)

DLL3Notch binding|calcium ion binding|skeletal development|neurogenesis|integral to membrane|embryonic development (sensu Mammalia)|cell fate determination|N signaling pathway|cell differentiation

aquaporin 4 AQP4 water transporter activity|water channel activity|transport|excretion|neurogenesis|integral to plasma membrane

endothelin converting enzyme-like 1

ECEL1metallopeptidase activity|zinc ion binding|neuropeptide signaling pathway|proteolysis and peptidolysis|integral to plasma membrane|neprilysin activity

brain-derived neurotrophic factor

BDNF growth factor activity|neurogenesis

artemin ARTN receptor binding|neuroblast proliferation|signal transduction