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: DNAJC18

Gene summary for DNAJC18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC18

Gene ID

202052

Gene nameDnaJ heat shock protein family (Hsp40) member C18
Gene AliasDNAJC18
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9H819


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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
202052DNAJC18HCC1_MengHumanLiverHCC6.99e-202.38e-020.0246
202052DNAJC18HCC1HumanLiverHCC2.57e-021.40e+000.5336
202052DNAJC18HCC2HumanLiverHCC8.62e-077.37e-010.5341
202052DNAJC18HCC5HumanLiverHCC3.43e-081.44e+000.4932
202052DNAJC18S015HumanLiverHCC4.32e-031.57e-010.2375
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:003650311LiverHCCERAD pathway88/7958107/187232.87e-172.85e-1588
GO:00304331LiverHCCubiquitin-dependent ERAD pathway72/795885/187239.78e-167.47e-1472
GO:003596712LiverHCCcellular response to topologically incorrect protein89/7958116/187235.61e-143.39e-1289
GO:006107712LiverHCCchaperone-mediated protein folding56/795867/187234.86e-122.14e-1056
GO:000645812LiverHCC'de novo' protein folding36/795843/187233.15e-087.10e-0736
GO:00517882LiverHCCresponse to misfolded protein23/795825/187232.95e-075.14e-0623
GO:005108412LiverHCC'de novo' posttranslational protein folding32/795839/187234.73e-077.69e-0632
GO:007121811LiverHCCcellular response to misfolded protein21/795823/187231.39e-062.01e-0521
GO:005108512LiverHCCchaperone cofactor-dependent protein refolding27/795834/187231.24e-051.39e-0427
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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
DNAJC18insertionFrame_Shift_Insnovelc.530_531insAGGCAAGGAAGGGTCAGGCGp.Asn177LysfsTer26p.N177Kfs*26Q9H819protein_codingTCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DNAJC18insertionNonsense_Mutationnovelc.461_462insTTGATGGTACATGGTCAAGTTTTAGAAGTTGAACCTGAGATATGTTp.Pro155Terp.P155*Q9H819protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
DNAJC18SNVMissense_Mutationnovelc.913N>Cp.Asp305Hisp.D305HQ9H819protein_codingdeleterious(0.03)probably_damaging(0.957)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAJC18SNVMissense_Mutationc.1043N>Gp.Leu348Argp.L348RQ9H819protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DNAJC18SNVMissense_Mutationrs202006277c.611N>Ap.Arg204Glnp.R204QQ9H819protein_codingtolerated(0.21)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DNAJC18SNVMissense_Mutationc.872N>Ap.Ser291Tyrp.S291YQ9H819protein_codingdeleterious(0.03)benign(0.358)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJC18SNVMissense_Mutationc.589N>Tp.Asp197Tyrp.D197YQ9H819protein_codingtolerated(1)benign(0.143)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAJC18SNVMissense_Mutationc.80N>Gp.Asp27Glyp.D27GQ9H819protein_codingtolerated(0.84)benign(0)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAJC18SNVMissense_Mutationnovelc.722T>Cp.Ile241Thrp.I241TQ9H819protein_codingdeleterious(0)benign(0.395)TCGA-F4-6809-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DNAJC18SNVMissense_Mutationrs201230885c.620N>Ap.Arg207Glnp.R207QQ9H819protein_codingdeleterious(0.04)probably_damaging(0.987)TCGA-AG-3892-01Colorectumrectum 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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