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: DNAJB12

Gene summary for DNAJB12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJB12

Gene ID

54788

Gene nameDnaJ heat shock protein family (Hsp40) member B12
Gene AliasDJ10
Cytomap10q22.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

J3KPS0


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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
54788DNAJB12P21T-EHumanEsophagusESCC6.12e-489.25e-010.1617
54788DNAJB12P22T-EHumanEsophagusESCC1.10e-163.19e-010.1236
54788DNAJB12P23T-EHumanEsophagusESCC3.46e-389.50e-010.108
54788DNAJB12P24T-EHumanEsophagusESCC1.64e-337.55e-010.1287
54788DNAJB12P26T-EHumanEsophagusESCC2.95e-275.40e-010.1276
54788DNAJB12P27T-EHumanEsophagusESCC3.13e-315.96e-010.1055
54788DNAJB12P28T-EHumanEsophagusESCC1.90e-223.76e-010.1149
54788DNAJB12P30T-EHumanEsophagusESCC9.96e-197.29e-010.137
54788DNAJB12P31T-EHumanEsophagusESCC2.14e-225.10e-010.1251
54788DNAJB12P32T-EHumanEsophagusESCC1.22e-244.09e-010.1666
54788DNAJB12P36T-EHumanEsophagusESCC1.58e-136.32e-010.1187
54788DNAJB12P37T-EHumanEsophagusESCC2.85e-265.93e-010.1371
54788DNAJB12P38T-EHumanEsophagusESCC1.72e-073.99e-010.127
54788DNAJB12P39T-EHumanEsophagusESCC9.55e-232.71e-010.0894
54788DNAJB12P40T-EHumanEsophagusESCC1.21e-133.67e-010.109
54788DNAJB12P42T-EHumanEsophagusESCC4.09e-153.92e-010.1175
54788DNAJB12P44T-EHumanEsophagusESCC4.18e-213.69e-010.1096
54788DNAJB12P47T-EHumanEsophagusESCC6.39e-284.07e-010.1067
54788DNAJB12P48T-EHumanEsophagusESCC2.51e-203.53e-010.0959
54788DNAJB12P49T-EHumanEsophagusESCC3.59e-111.12e+000.1768
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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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0034976111EsophagusESCCresponse to endoplasmic reticulum stress192/8552256/187237.15e-221.30e-19192
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:003650315EsophagusESCCERAD pathway82/8552107/187235.80e-111.84e-0982
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:003043314EsophagusESCCubiquitin-dependent ERAD pathway66/855285/187231.64e-093.78e-0866
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
GO:00517884EsophagusESCCresponse to misfolded protein21/855225/187239.12e-056.54e-0421
GO:00712184EsophagusESCCcellular response to misfolded protein19/855223/187233.12e-041.85e-0319
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00359677LiverCirrhoticcellular response to topologically incorrect protein64/4634116/187232.20e-121.62e-1064
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
DNAJB12SNVMissense_Mutationnovelc.344C>Tp.Ser115Leup.S115Lprotein_codingtolerated(0.11)benign(0.092)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DNAJB12SNVMissense_Mutationnovelc.628G>Ap.Asp210Asnp.D210Nprotein_codingtolerated(0.12)possibly_damaging(0.535)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
DNAJB12SNVMissense_Mutationrs202084225c.1009N>Ap.Glu337Lysp.E337Kprotein_codingtolerated(0.96)benign(0.012)TCGA-B6-A0RQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB12SNVMissense_Mutationnovelc.1042N>Cp.Glu348Glnp.E348Qprotein_codingdeleterious(0)probably_damaging(0.958)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNAJB12SNVMissense_Mutationnovelc.362N>Ap.Gly121Glup.G121Eprotein_codingtolerated(0.19)possibly_damaging(0.691)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DNAJB12SNVMissense_Mutationnovelc.458G>Ap.Arg153Lysp.R153Kprotein_codingtolerated(1)benign(0.365)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
DNAJB12SNVMissense_Mutationrs762040042c.778N>Tp.Arg260Cysp.R260Cprotein_codingdeleterious(0.04)probably_damaging(0.954)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB12SNVMissense_Mutationrs202084225c.1009N>Ap.Glu337Lysp.E337Kprotein_codingtolerated(0.96)benign(0.012)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
DNAJB12SNVMissense_Mutationc.1079N>Ap.Arg360Glnp.R360Qprotein_codingtolerated(0.25)probably_damaging(0.976)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJB12SNVMissense_Mutationc.1069G>Ap.Ala357Thrp.A357Tprotein_codingtolerated(0.34)probably_damaging(0.927)TCGA-WS-AB45-01Colorectumcolon 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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