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: DNAJC19

Gene summary for DNAJC19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC19

Gene ID

131118

Gene nameDnaJ heat shock protein family (Hsp40) member C19
Gene AliasPAM18
Cytomap3q26.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96DA6


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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
131118DNAJC19LZE2THumanEsophagusESCC2.38e-071.39e+000.082
131118DNAJC19LZE4THumanEsophagusESCC1.17e-166.55e-010.0811
131118DNAJC19LZE5THumanEsophagusESCC3.74e-036.68e-010.0514
131118DNAJC19LZE7THumanEsophagusESCC1.07e-121.05e+000.0667
131118DNAJC19LZE8THumanEsophagusESCC1.43e-034.21e-010.067
131118DNAJC19LZE20THumanEsophagusESCC4.37e-076.08e-010.0662
131118DNAJC19LZE22THumanEsophagusESCC4.54e-088.53e-010.068
131118DNAJC19LZE24THumanEsophagusESCC8.00e-309.87e-010.0596
131118DNAJC19LZE21THumanEsophagusESCC2.41e-081.12e+000.0655
131118DNAJC19LZE6THumanEsophagusESCC4.64e-088.00e-010.0845
131118DNAJC19P1T-EHumanEsophagusESCC1.80e-141.11e+000.0875
131118DNAJC19P2T-EHumanEsophagusESCC5.37e-821.75e+000.1177
131118DNAJC19P4T-EHumanEsophagusESCC1.65e-692.33e+000.1323
131118DNAJC19P5T-EHumanEsophagusESCC1.30e-841.87e+000.1327
131118DNAJC19P8T-EHumanEsophagusESCC9.56e-751.32e+000.0889
131118DNAJC19P9T-EHumanEsophagusESCC8.41e-521.35e+000.1131
131118DNAJC19P10T-EHumanEsophagusESCC8.05e-951.83e+000.116
131118DNAJC19P11T-EHumanEsophagusESCC1.47e-241.53e+000.1426
131118DNAJC19P12T-EHumanEsophagusESCC8.11e-1052.42e+000.1122
131118DNAJC19P15T-EHumanEsophagusESCC8.78e-661.81e+000.1149
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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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:1990542110EsophagusESCCmitochondrial transmembrane transport72/8552102/187232.94e-074.23e-0672
GO:00650026EsophagusESCCintracellular protein transmembrane transport40/855251/187231.76e-062.08e-0540
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00447433EsophagusESCCprotein transmembrane import into intracellular organelle29/855236/187231.91e-051.67e-0429
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
GO:00464864EsophagusESCCglycerolipid metabolic process211/8552392/187236.51e-043.46e-03211
GO:00301503EsophagusESCCprotein import into mitochondrial matrix16/855220/187231.85e-038.40e-0316
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
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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
DNAJC19SNVMissense_Mutationnovelc.70N>Ap.Gln24Lysp.Q24KQ96DA6protein_codingtolerated(0.21)benign(0.06)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
DNAJC19SNVMissense_Mutationrs199774384c.251N>Ap.Arg84Glnp.R84QQ96DA6protein_codingtolerated(0.1)benign(0.012)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC19SNVMissense_Mutationnovelc.220N>Tp.Asn74Tyrp.N74YQ96DA6protein_codingdeleterious(0.01)possibly_damaging(0.831)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
DNAJC19SNVMissense_Mutationc.119N>Cp.Leu40Prop.L40PQ96DA6protein_codingdeleterious(0)possibly_damaging(0.819)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC19SNVMissense_Mutationnovelc.301N>Ap.Ala101Thrp.A101TQ96DA6protein_codingtolerated(0.53)benign(0.072)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAJC19SNVMissense_Mutationrs199774384c.251N>Ap.Arg84Glnp.R84QQ96DA6protein_codingtolerated(0.1)benign(0.012)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
DNAJC19deletionFrame_Shift_Delc.348delNp.Lys116AsnfsTer6p.K116Nfs*6Q96DA6protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC19SNVMissense_Mutationnovelc.198A>Gp.Ile66Metp.I66MQ96DA6protein_codingdeleterious(0)possibly_damaging(0.715)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
DNAJC19SNVMissense_Mutationrs750384728c.58C>Tp.Arg20Cysp.R20CQ96DA6protein_codingdeleterious(0.01)benign(0)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DNAJC19SNVMissense_Mutationrs199774384c.251G>Ap.Arg84Glnp.R84QQ96DA6protein_codingtolerated(0.1)benign(0.012)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<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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