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: DNAJA4

Gene summary for DNAJA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJA4

Gene ID

55466

Gene nameDnaJ heat shock protein family (Hsp40) member A4
Gene AliasMST104
Cytomap15q25.1
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q69YX3


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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
55466DNAJA4CA_HPV_2HumanCervixCC7.11e-032.59e-010.0391
55466DNAJA4sample1HumanCervixCC1.24e-076.47e-010.0959
55466DNAJA4T1HumanCervixCC2.20e-156.47e-010.0918
55466DNAJA4LZE2THumanEsophagusESCC5.16e-031.84e-010.082
55466DNAJA4LZE4THumanEsophagusESCC1.49e-117.58e-010.0811
55466DNAJA4LZE7THumanEsophagusESCC1.37e-023.24e-010.0667
55466DNAJA4LZE8THumanEsophagusESCC1.72e-084.17e-030.067
55466DNAJA4LZE22THumanEsophagusESCC4.57e-032.08e-010.068
55466DNAJA4LZE24THumanEsophagusESCC8.44e-051.45e-010.0596
55466DNAJA4P1T-EHumanEsophagusESCC1.07e-024.68e-010.0875
55466DNAJA4P2T-EHumanEsophagusESCC6.45e-135.30e-020.1177
55466DNAJA4P4T-EHumanEsophagusESCC1.87e-371.04e+000.1323
55466DNAJA4P5T-EHumanEsophagusESCC2.34e-121.72e-010.1327
55466DNAJA4P8T-EHumanEsophagusESCC3.26e-223.18e-010.0889
55466DNAJA4P9T-EHumanEsophagusESCC2.05e-112.55e-010.1131
55466DNAJA4P10T-EHumanEsophagusESCC2.56e-098.72e-020.116
55466DNAJA4P11T-EHumanEsophagusESCC1.69e-046.92e-010.1426
55466DNAJA4P12T-EHumanEsophagusESCC9.96e-186.84e-010.1122
55466DNAJA4P15T-EHumanEsophagusESCC1.86e-134.78e-010.1149
55466DNAJA4P16T-EHumanEsophagusESCC2.23e-113.32e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:001063210CervixCCregulation of epithelial cell migration72/2311292/187234.52e-094.43e-0772
GO:00420269CervixCCprotein refolding12/231123/187234.41e-061.12e-0412
GO:00435427CervixCCendothelial cell migration60/2311279/187231.05e-052.33e-0460
GO:00105944CervixCCregulation of endothelial cell migration52/2311232/187231.20e-052.54e-0452
GO:00512713CervixCCnegative regulation of cellular component movement73/2311367/187232.22e-053.95e-0473
GO:00400133CervixCCnegative regulation of locomotion76/2311391/187233.47e-055.60e-0476
GO:20001463CervixCCnegative regulation of cell motility71/2311359/187233.47e-055.60e-0471
GO:00303363CervixCCnegative regulation of cell migration68/2311344/187235.11e-057.70e-0468
GO:00094089CervixCCresponse to heat27/2311110/187233.12e-043.32e-0327
GO:00064579CervixCCprotein folding44/2311212/187233.43e-043.59e-0344
GO:00900848CervixCCnegative regulation of inclusion body assembly6/231111/187239.33e-047.86e-036
GO:00092668CervixCCresponse to temperature stimulus37/2311178/187239.45e-047.95e-0337
GO:00900837CervixCCregulation of inclusion body assembly7/231117/187232.72e-031.85e-027
GO:00708418CervixCCinclusion body assembly8/231124/187236.29e-033.54e-028
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0009408110EsophagusESCCresponse to heat77/8552110/187232.01e-073.11e-0677
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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
DNAJA4SNVMissense_Mutationnovelc.956N>Tp.Ser319Phep.S319FQ8WW22protein_codingtolerated(0.11)possibly_damaging(0.813)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DNAJA4SNVMissense_Mutationc.773N>Tp.Gly258Valp.G258VQ8WW22protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DNAJA4insertionFrame_Shift_Insnovelc.1164_1165insTp.Asp389Terp.D389*Q8WW22protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
DNAJA4insertionFrame_Shift_Insnovelc.1165_1166insTTTTAAACCTACCTGTGATGGCAGCTGCACCp.Asp389ValfsTer22p.D389Vfs*22Q8WW22protein_codingTCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
DNAJA4insertionFrame_Shift_Insnovelc.1078_1079insCAGTTTATCCTTGGAGGTTTCCp.Glu360AlafsTer35p.E360Afs*35Q8WW22protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DNAJA4deletionFrame_Shift_Delc.1142_1145delAAGTp.Lys381ArgfsTer12p.K381Rfs*12Q8WW22protein_codingTCGA-E2-A15P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DNAJA4SNVMissense_Mutationrs765263538c.917C>Tp.Thr306Metp.T306MQ8WW22protein_codingtolerated(0.08)possibly_damaging(0.738)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJA4SNVMissense_Mutationc.931G>Ap.Asp311Asnp.D311NQ8WW22protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJA4SNVMissense_Mutationc.982N>Ap.Gly328Argp.G328RQ8WW22protein_codingdeleterious(0.02)benign(0.3)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAJA4SNVMissense_Mutationrs751859584c.938N>Ap.Arg313Glnp.R313QQ8WW22protein_codingdeleterious(0.02)possibly_damaging(0.866)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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