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: DNAJC5

Gene summary for DNAJC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC5

Gene ID

80331

Gene nameDnaJ heat shock protein family (Hsp40) member C5
Gene AliasCLN4
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q6AHX3


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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
80331DNAJC5CCI_1HumanCervixCC1.32e-089.30e-010.528
80331DNAJC5CCI_3HumanCervixCC2.43e-139.64e-010.516
80331DNAJC5HTA11_2487_2000001011HumanColorectumSER1.42e-023.80e-01-0.1808
80331DNAJC5HTA11_347_2000001011HumanColorectumAD2.49e-124.84e-01-0.1954
80331DNAJC5HTA11_411_2000001011HumanColorectumSER7.49e-059.36e-01-0.2602
80331DNAJC5HTA11_696_2000001011HumanColorectumAD3.07e-084.80e-01-0.1464
80331DNAJC5HTA11_866_2000001011HumanColorectumAD4.34e-022.89e-01-0.1001
80331DNAJC5HTA11_1391_2000001011HumanColorectumAD1.18e-064.91e-01-0.059
80331DNAJC5HTA11_546_2000001011HumanColorectumAD1.76e-024.18e-01-0.0842
80331DNAJC5HTA11_99999965104_69814HumanColorectumMSS8.59e-033.77e-010.281
80331DNAJC5HTA11_99999971662_82457HumanColorectumMSS3.58e-321.22e+000.3859
80331DNAJC5A015-C-203HumanColorectumFAP1.21e-08-1.38e-01-0.1294
80331DNAJC5A002-C-201HumanColorectumFAP1.21e-03-1.84e-010.0324
80331DNAJC5A001-C-108HumanColorectumFAP1.43e-04-2.20e-02-0.0272
80331DNAJC5A002-C-205HumanColorectumFAP1.47e-09-3.32e-01-0.1236
80331DNAJC5A015-C-006HumanColorectumFAP9.32e-07-2.40e-01-0.0994
80331DNAJC5A015-C-106HumanColorectumFAP6.00e-03-1.12e-01-0.0511
80331DNAJC5A002-C-114HumanColorectumFAP1.06e-06-7.62e-03-0.1561
80331DNAJC5A015-C-104HumanColorectumFAP2.95e-11-1.62e-01-0.1899
80331DNAJC5A001-C-014HumanColorectumFAP4.03e-07-1.83e-010.0135
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:006107712LiverHCCchaperone-mediated protein folding56/795867/187234.86e-122.14e-1056
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:005140212LiverHCCneuron apoptotic process135/7958246/187235.64e-055.26e-04135
GO:004352312LiverHCCregulation of neuron apoptotic process117/7958212/187231.25e-041.03e-03117
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
GO:00709978LungIACneuron death68/2061361/187236.32e-062.32e-0468
GO:19012148LungIACregulation of neuron death58/2061319/187238.28e-051.69e-0358
GO:00990034LungIACvesicle-mediated transport in synapse39/2061200/187232.71e-044.49e-0339
GO:00514028LungIACneuron apoptotic process43/2061246/187231.46e-031.57e-0243
GO:00995043LungIACsynaptic vesicle cycle33/2061181/187232.47e-032.33e-0233
GO:009900311LungAISvesicle-mediated transport in synapse42/1849200/187231.87e-061.10e-0442
GO:009950411LungAISsynaptic vesicle cycle36/1849181/187233.42e-051.05e-0336
GO:007099713LungAISneuron death58/1849361/187231.39e-043.05e-0358
GO:190121413LungAISregulation of neuron death50/1849319/187236.90e-041.02e-0250
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:006107718Oral cavityOSCCchaperone-mediated protein folding54/730567/187233.73e-121.45e-1054
GO:007099720Oral cavityOSCCneuron death202/7305361/187233.75e-111.23e-09202
GO:190121420Oral cavityOSCCregulation of neuron death174/7305319/187231.09e-082.23e-07174
GO:005140217Oral cavityOSCCneuron apoptotic process134/7305246/187235.65e-078.19e-06134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
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
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
hsa0414116LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414117LungIACProtein processing in endoplasmic reticulum37/1053174/84656.53e-045.73e-033.81e-0337
hsa0414123LungAISProtein processing in endoplasmic reticulum35/961174/84654.88e-044.39e-032.81e-0335
hsa0414133LungAISProtein processing in endoplasmic reticulum35/961174/84654.88e-044.39e-032.81e-0335
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
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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
DNAJC5SNVMissense_Mutationc.112N>Tp.Leu38Phep.L38FQ9H3Z4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DNAJC5deletionFrame_Shift_Delc.94_95delNNp.Lys33ValfsTer25p.K33Vfs*25Q9H3Z4protein_codingTCGA-AR-A254-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
DNAJC5SNVMissense_Mutationnovelc.340N>Ap.Gly114Serp.G114SQ9H3Z4protein_codingtolerated(0.22)benign(0.341)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DNAJC5SNVMissense_Mutationc.106C>Tp.Arg36Trpp.R36WQ9H3Z4protein_codingdeleterious(0)probably_damaging(1)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC5SNVMissense_Mutationnovelc.128N>Gp.His43Argp.H43RQ9H3Z4protein_codingdeleterious(0)probably_damaging(0.993)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJC5SNVMissense_Mutationrs772453351c.193N>Ap.Ala65Thrp.A65TQ9H3Z4protein_codingtolerated(0.23)benign(0.015)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DNAJC5SNVMissense_Mutationnovelc.283N>Ap.Val95Metp.V95MQ9H3Z4protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DNAJC5SNVMissense_Mutationc.20G>Ap.Arg7Hisp.R7HQ9H3Z4protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC5SNVMissense_Mutationc.76N>Ap.Ala26Thrp.A26TQ9H3Z4protein_codingdeleterious(0.01)possibly_damaging(0.595)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC5SNVMissense_Mutationc.473N>Tp.Gln158Leup.Q158LQ9H3Z4protein_codingdeleterious(0)benign(0.218)TCGA-ED-A459-01Liverliver hepatocellular carcinomaMale<65I/IIAncillaryalvesinCR
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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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