Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: DNAJB5

Gene summary for DNAJB5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJB5

Gene ID

25822

Gene nameDnaJ heat shock protein family (Hsp40) member B5
Gene AliasHsc40
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

O75953


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
25822DNAJB5P4T-EHumanEsophagusESCC2.51e-078.88e-020.1323
25822DNAJB5P9T-EHumanEsophagusESCC1.22e-046.74e-020.1131
25822DNAJB5P11T-EHumanEsophagusESCC1.21e-123.09e-010.1426
25822DNAJB5P12T-EHumanEsophagusESCC2.13e-021.08e-010.1122
25822DNAJB5P15T-EHumanEsophagusESCC2.22e-077.84e-020.1149
25822DNAJB5P21T-EHumanEsophagusESCC8.73e-033.26e-020.1617
25822DNAJB5P24T-EHumanEsophagusESCC6.77e-059.28e-020.1287
25822DNAJB5P28T-EHumanEsophagusESCC3.91e-082.15e-010.1149
25822DNAJB5P30T-EHumanEsophagusESCC9.95e-031.35e-010.137
25822DNAJB5P31T-EHumanEsophagusESCC1.04e-043.83e-020.1251
25822DNAJB5P32T-EHumanEsophagusESCC1.56e-041.20e-010.1666
25822DNAJB5P36T-EHumanEsophagusESCC2.37e-021.72e-010.1187
25822DNAJB5P37T-EHumanEsophagusESCC5.60e-071.33e-010.1371
25822DNAJB5P38T-EHumanEsophagusESCC1.06e-021.19e-010.127
25822DNAJB5P47T-EHumanEsophagusESCC6.86e-041.47e-010.1067
25822DNAJB5P49T-EHumanEsophagusESCC7.41e-034.36e-010.1768
25822DNAJB5P52T-EHumanEsophagusESCC6.97e-045.17e-020.1555
25822DNAJB5P61T-EHumanEsophagusESCC3.89e-058.88e-020.099
25822DNAJB5P62T-EHumanEsophagusESCC7.98e-061.24e-010.1302
25822DNAJB5P65T-EHumanEsophagusESCC3.95e-022.70e-020.0978
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:0006458110EsophagusESCC'de novo' protein folding36/855243/187232.90e-074.20e-0636
GO:0051084110EsophagusESCC'de novo' posttranslational protein folding32/855239/187233.27e-063.65e-0532
GO:0051085110EsophagusESCCchaperone cofactor-dependent protein refolding27/855234/187236.01e-054.62e-0427
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
DNAJB5SNVMissense_Mutationc.940N>Ap.Asp314Asnp.D314NO75953protein_codingtolerated(0.1)probably_damaging(0.95)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNAJB5SNVMissense_Mutationc.673N>Cp.Phe225Leup.F225LO75953protein_codingtolerated(0.07)possibly_damaging(0.492)TCGA-C8-A26W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
DNAJB5SNVMissense_Mutationc.1036G>Ap.Asp346Asnp.D346NO75953protein_codingtolerated(0.18)probably_damaging(0.999)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
DNAJB5insertionNonsense_Mutationnovelc.763_764insGAAAGAAGGCAGGAGCTGGGAGAGCp.Phe255Terp.F255*O75953protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNAJB5insertionFrame_Shift_Insnovelc.765_766insCCTTp.Gly256ProfsTer11p.G256Pfs*11O75953protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNAJB5insertionFrame_Shift_Insnovelc.1185_1186insCCCCTCCTGTGCATGAAGGCTGCCTCCAGGAATCTGAGCCCCTTAGp.Thr396ProfsTer28p.T396Pfs*28O75953protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
DNAJB5deletionFrame_Shift_Delnovelc.970delNp.Ile324SerfsTer4p.I324Sfs*4O75953protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DNAJB5insertionIn_Frame_Insnovelc.511_512insGAGCTTCCCp.Asp171delinsGlyAlaSerHisp.D171delinsGASHO75953protein_codingTCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DNAJB5insertionNonsense_Mutationnovelc.513_514insACTCCTGGGGAGAAGACTTCTTAGp.Asp171_Pro172insThrProGlyGluLysThrSerTerp.D171_P172insTPGEKTS*O75953protein_codingTCGA-E2-A14N-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DNAJB5SNVMissense_Mutationnovelc.991N>Tp.Arg331Cysp.R331CO75953protein_codingdeleterious(0)probably_damaging(0.977)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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