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: DNAJC4

Gene summary for DNAJC4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC4

Gene ID

3338

Gene nameDnaJ heat shock protein family (Hsp40) member C4
Gene AliasDANJC4
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

J3KNJ8


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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
3338DNAJC4LZE4THumanEsophagusESCC4.46e-122.99e-010.0811
3338DNAJC4LZE8THumanEsophagusESCC9.79e-044.89e-020.067
3338DNAJC4LZE22D1HumanEsophagusHGIN3.93e-054.11e-010.0595
3338DNAJC4LZE22THumanEsophagusESCC1.17e-034.17e-010.068
3338DNAJC4LZE24THumanEsophagusESCC8.17e-371.17e+000.0596
3338DNAJC4LZE6THumanEsophagusESCC2.35e-051.19e-010.0845
3338DNAJC4P1T-EHumanEsophagusESCC4.29e-086.55e-010.0875
3338DNAJC4P2T-EHumanEsophagusESCC1.76e-437.83e-010.1177
3338DNAJC4P4T-EHumanEsophagusESCC3.16e-481.27e+000.1323
3338DNAJC4P5T-EHumanEsophagusESCC3.88e-202.20e-010.1327
3338DNAJC4P8T-EHumanEsophagusESCC7.33e-213.42e-010.0889
3338DNAJC4P9T-EHumanEsophagusESCC3.55e-276.33e-010.1131
3338DNAJC4P10T-EHumanEsophagusESCC7.32e-204.18e-010.116
3338DNAJC4P11T-EHumanEsophagusESCC8.16e-168.29e-010.1426
3338DNAJC4P12T-EHumanEsophagusESCC7.10e-378.43e-010.1122
3338DNAJC4P15T-EHumanEsophagusESCC4.11e-194.55e-010.1149
3338DNAJC4P16T-EHumanEsophagusESCC5.54e-378.61e-010.1153
3338DNAJC4P17T-EHumanEsophagusESCC3.00e-085.03e-010.1278
3338DNAJC4P19T-EHumanEsophagusESCC5.56e-067.22e-010.1662
3338DNAJC4P20T-EHumanEsophagusESCC2.80e-286.39e-010.1124
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:003596625EsophagusHGINresponse to topologically incorrect protein54/2587159/187238.53e-118.89e-0954
GO:000698625EsophagusHGINresponse to unfolded protein48/2587137/187232.80e-102.54e-0848
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:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:003596620Oral cavityOSCCresponse to topologically incorrect protein117/7305159/187236.93e-198.60e-17117
GO:000698620Oral cavityOSCCresponse to unfolded protein103/7305137/187236.47e-186.50e-16103
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0035966110Oral cavityLPresponse to topologically incorrect protein87/4623159/187234.31e-166.28e-1487
GO:0006986110Oral cavityLPresponse to unfolded protein76/4623137/187231.14e-141.35e-1276
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0035966112SkincSCCresponse to topologically incorrect protein90/4864159/187232.26e-162.12e-1490
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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
DNAJC4SNVMissense_Mutationc.409N>Tp.His137Tyrp.H137Yprotein_codingdeleterious(0)possibly_damaging(0.731)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC4SNVMissense_Mutationnovelc.512N>Cp.Leu171Prop.L171Pprotein_codingdeleterious(0)probably_damaging(0.928)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DNAJC4SNVMissense_Mutationrs765246616c.326G>Ap.Arg109Glnp.R109Qprotein_codingtolerated(0.38)benign(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DNAJC4SNVMissense_Mutationnovelc.451C>Ap.His151Asnp.H151Nprotein_codingdeleterious(0.03)benign(0.177)TCGA-EI-6884-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5SD
DNAJC4insertionFrame_Shift_Insnovelc.116_117insGp.Val41GlyfsTer8p.V41Gfs*8protein_codingTCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
DNAJC4SNVMissense_Mutationrs373704240c.500C>Tp.Ala167Valp.A167Vprotein_codingtolerated(0.08)benign(0.029)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DNAJC4SNVMissense_Mutationnovelc.143N>Gp.Glu48Glyp.E48Gprotein_codingdeleterious(0.05)possibly_damaging(0.779)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC4SNVMissense_Mutationrs373704240c.500N>Tp.Ala167Valp.A167Vprotein_codingtolerated(0.08)benign(0.029)TCGA-D1-A101-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC4SNVMissense_Mutationc.133N>Tp.Ala45Serp.A45Sprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-CC-A123-01Liverliver hepatocellular carcinomaFemale<65III/IVUnknownUnknownPD
DNAJC4SNVMissense_Mutationc.133N>Tp.Ala45Serp.A45Sprotein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-DD-A1EE-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownPD
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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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