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: DNAJC2

Gene summary for DNAJC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC2

Gene ID

27000

Gene nameDnaJ heat shock protein family (Hsp40) member C2
Gene AliasMPHOSPH11
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q99543


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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
27000DNAJC2LZE4THumanEsophagusESCC2.34e-084.79e-010.0811
27000DNAJC2LZE7THumanEsophagusESCC3.26e-036.41e-010.0667
27000DNAJC2LZE8THumanEsophagusESCC7.72e-052.74e-010.067
27000DNAJC2LZE20THumanEsophagusESCC1.86e-083.01e-010.0662
27000DNAJC2LZE22D1HumanEsophagusHGIN1.12e-034.08e-020.0595
27000DNAJC2LZE24THumanEsophagusESCC1.30e-218.26e-010.0596
27000DNAJC2LZE6THumanEsophagusESCC9.00e-081.73e-010.0845
27000DNAJC2P1T-EHumanEsophagusESCC7.65e-106.24e-010.0875
27000DNAJC2P2T-EHumanEsophagusESCC2.01e-781.50e+000.1177
27000DNAJC2P4T-EHumanEsophagusESCC1.86e-361.17e+000.1323
27000DNAJC2P5T-EHumanEsophagusESCC4.52e-471.06e+000.1327
27000DNAJC2P8T-EHumanEsophagusESCC8.65e-204.17e-010.0889
27000DNAJC2P9T-EHumanEsophagusESCC1.00e-238.36e-010.1131
27000DNAJC2P10T-EHumanEsophagusESCC4.83e-508.23e-010.116
27000DNAJC2P11T-EHumanEsophagusESCC1.78e-137.92e-010.1426
27000DNAJC2P12T-EHumanEsophagusESCC1.27e-378.87e-010.1122
27000DNAJC2P15T-EHumanEsophagusESCC1.12e-491.42e+000.1149
27000DNAJC2P16T-EHumanEsophagusESCC6.22e-581.09e+000.1153
27000DNAJC2P17T-EHumanEsophagusESCC1.89e-151.38e+000.1278
27000DNAJC2P19T-EHumanEsophagusESCC1.48e-029.32e-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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:003460520EsophagusHGINcellular response to heat30/258769/187231.78e-091.35e-0730
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000645820EsophagusHGIN'de novo' protein folding19/258743/187231.25e-064.83e-0519
GO:000940819EsophagusHGINresponse to heat34/2587110/187232.94e-061.01e-0434
GO:005105214EsophagusHGINregulation of DNA metabolic process79/2587359/187231.38e-053.85e-0479
GO:007189710EsophagusHGINDNA biosynthetic process44/2587180/187238.97e-051.96e-0344
GO:000926618EsophagusHGINresponse to temperature stimulus42/2587178/187232.91e-044.98e-0342
GO:200027819EsophagusHGINregulation of DNA biosynthetic process28/2587106/187234.30e-046.47e-0328
GO:19000344EsophagusHGINregulation of cellular response to heat7/258717/187235.21e-034.30e-027
GO:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
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
DNAJC2SNVMissense_Mutationc.1337N>Tp.Gly446Valp.G446VQ99543protein_codingtolerated(0.22)benign(0.036)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DNAJC2SNVMissense_Mutationnovelc.1633N>Cp.Glu545Glnp.E545QQ99543protein_codingdeleterious(0.03)benign(0.255)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC2SNVMissense_Mutationc.214G>Cp.Glu72Glnp.E72QQ99543protein_codingtolerated(0.07)probably_damaging(0.979)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC2deletionFrame_Shift_Delc.1196_1197delTCp.Leu399HisfsTer21p.L399Hfs*21Q99543protein_codingTCGA-A2-A0D3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
DNAJC2SNVMissense_Mutationnovelc.1234G>Cp.Glu412Glnp.E412QQ99543protein_codingtolerated(0.62)benign(0.123)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
DNAJC2SNVMissense_Mutationc.1070N>Tp.Arg357Leup.R357LQ99543protein_codingdeleterious(0)probably_damaging(0.947)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC2SNVMissense_Mutationc.1860G>Tp.Lys620Asnp.K620NQ99543protein_codingdeleterious_low_confidence(0.01)benign(0.224)TCGA-A6-5664-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
DNAJC2SNVMissense_Mutationc.647N>Ap.Ser216Tyrp.S216YQ99543protein_codingdeleterious(0)possibly_damaging(0.768)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
DNAJC2SNVMissense_Mutationc.668C>Ap.Ser223Tyrp.S223YQ99543protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAJC2SNVMissense_Mutationc.784N>Ap.Glu262Lysp.E262KQ99543protein_codingdeleterious(0.04)probably_damaging(0.98)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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