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: DNAJA3

Gene summary for DNAJA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJA3

Gene ID

9093

Gene nameDnaJ heat shock protein family (Hsp40) member A3
Gene AliasHCA57
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B3KM81


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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
9093DNAJA3LZE4THumanEsophagusESCC1.63e-113.16e-010.0811
9093DNAJA3LZE7THumanEsophagusESCC8.56e-104.62e-010.0667
9093DNAJA3LZE8THumanEsophagusESCC2.26e-081.70e-010.067
9093DNAJA3LZE20THumanEsophagusESCC1.39e-021.13e-010.0662
9093DNAJA3LZE22THumanEsophagusESCC7.98e-043.24e-010.068
9093DNAJA3LZE24THumanEsophagusESCC6.70e-082.93e-010.0596
9093DNAJA3LZE21THumanEsophagusESCC4.73e-052.71e-010.0655
9093DNAJA3P1T-EHumanEsophagusESCC3.64e-073.63e-010.0875
9093DNAJA3P2T-EHumanEsophagusESCC6.32e-416.93e-010.1177
9093DNAJA3P4T-EHumanEsophagusESCC3.06e-143.38e-010.1323
9093DNAJA3P5T-EHumanEsophagusESCC9.42e-193.25e-010.1327
9093DNAJA3P8T-EHumanEsophagusESCC2.06e-244.19e-010.0889
9093DNAJA3P9T-EHumanEsophagusESCC2.17e-141.12e-010.1131
9093DNAJA3P10T-EHumanEsophagusESCC2.00e-192.61e-010.116
9093DNAJA3P11T-EHumanEsophagusESCC1.61e-136.00e-010.1426
9093DNAJA3P12T-EHumanEsophagusESCC4.15e-427.20e-010.1122
9093DNAJA3P15T-EHumanEsophagusESCC5.90e-428.51e-010.1149
9093DNAJA3P16T-EHumanEsophagusESCC1.48e-203.12e-010.1153
9093DNAJA3P17T-EHumanEsophagusESCC6.36e-052.57e-010.1278
9093DNAJA3P19T-EHumanEsophagusESCC3.83e-034.02e-010.1662
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:000926619EsophagusESCCresponse to temperature stimulus106/8552178/187231.30e-048.84e-04106
GO:00075699EsophagusESCCcell aging81/8552132/187232.00e-041.27e-0381
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:00718871EsophagusESCCleukocyte apoptotic process65/8552106/187238.39e-044.32e-0365
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00702271EsophagusESCClymphocyte apoptotic process46/855272/187231.39e-036.62e-0346
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:005087015EsophagusESCCpositive regulation of T cell activation117/8552216/187237.23e-032.62e-02117
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:190303916EsophagusESCCpositive regulation of leukocyte cell-cell adhesion128/8552239/187238.40e-032.96e-02128
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa052038Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0520314Oral cavityOSCCViral carcinogenesis124/3704204/84655.57e-073.28e-061.67e-06124
hsa0520324Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
hsa0520334Oral cavityLPViral carcinogenesis90/2418204/84651.20e-061.38e-058.89e-0690
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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
DNAJA3SNVMissense_Mutationnovelc.1406G>Ap.Gly469Glup.G469EQ96EY1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E2-A2P6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DNAJA3insertionNonsense_Mutationnovelc.740_741insAAAGTGAGGGCp.Thr248LysfsTer2p.T248Kfs*2Q96EY1protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DNAJA3insertionNonsense_Mutationnovelc.742_743insGGCACGGTGGCTCACGCTTGTAATCp.Thr248ArgfsTer8p.T248Rfs*8Q96EY1protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DNAJA3SNVMissense_Mutationc.1204G>Ap.Gly402Argp.G402RQ96EY1protein_codingdeleterious(0.01)possibly_damaging(0.694)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJA3SNVMissense_Mutationnovelc.1410C>Gp.Phe470Leup.F470LQ96EY1protein_codingtolerated(0.15)benign(0.012)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJA3SNVMissense_Mutationnovelc.318N>Cp.Gln106Hisp.Q106HQ96EY1protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJA3SNVMissense_Mutationc.511N>Ap.His171Asnp.H171NQ96EY1protein_codingtolerated(0.21)benign(0.013)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DNAJA3SNVMissense_Mutationnovelc.978N>Cp.Glu326Aspp.E326DQ96EY1protein_codingdeleterious(0.02)probably_damaging(0.918)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJA3SNVMissense_Mutationrs753693250c.814C>Tp.Arg272Cysp.R272CQ96EY1protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJA3SNVMissense_Mutationc.1165N>Ap.Gly389Serp.G389SQ96EY1protein_codingtolerated(1)benign(0)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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