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: DNAJC22

Gene summary for DNAJC22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAJC22

Gene ID

79962

Gene nameDnaJ heat shock protein family (Hsp40) member C22
Gene Aliaswus
Cytomap12q13.12
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

A0A024R0Z2


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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
79962DNAJC22HTA11_2487_2000001011HumanColorectumSER3.09e-063.08e-01-0.1808
79962DNAJC22HTA11_1938_2000001011HumanColorectumAD1.39e-063.37e-01-0.0811
79962DNAJC22HTA11_78_2000001011HumanColorectumAD6.73e-042.87e-01-0.1088
79962DNAJC22HTA11_347_2000001011HumanColorectumAD4.99e-256.18e-01-0.1954
79962DNAJC22HTA11_411_2000001011HumanColorectumSER4.24e-047.43e-01-0.2602
79962DNAJC22HTA11_2112_2000001011HumanColorectumSER6.16e-088.00e-01-0.2196
79962DNAJC22HTA11_83_2000001011HumanColorectumSER1.34e-044.03e-01-0.1526
79962DNAJC22HTA11_696_2000001011HumanColorectumAD1.94e-063.68e-01-0.1464
79962DNAJC22HTA11_866_2000001011HumanColorectumAD2.39e-073.53e-01-0.1001
79962DNAJC22HTA11_1391_2000001011HumanColorectumAD2.83e-093.53e-01-0.059
79962DNAJC22HTA11_546_2000001011HumanColorectumAD5.81e-053.44e-01-0.0842
79962DNAJC22S43HumanLiverCirrhotic1.11e-07-2.21e-02-0.0187
79962DNAJC22HCC1_MengHumanLiverHCC3.00e-681.81e-010.0246
79962DNAJC22HCC2_MengHumanLiverHCC4.85e-219.01e-030.0107
79962DNAJC22HCC1HumanLiverHCC1.75e-062.34e+000.5336
79962DNAJC22HCC2HumanLiverHCC4.97e-193.60e+000.5341
79962DNAJC22HCC5HumanLiverHCC7.65e-171.79e+000.4932
79962DNAJC22Pt13.cHumanLiverHCC4.12e-02-2.20e-010.0076
79962DNAJC22S014HumanLiverHCC5.43e-075.00e-010.2254
79962DNAJC22S015HumanLiverHCC8.37e-097.08e-010.2375
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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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
DNAJC22SNVMissense_Mutationrs757463642c.91N>Ap.Ala31Thrp.A31TQ8N4W6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DNAJC22SNVMissense_Mutationnovelc.90N>Ap.His30Glnp.H30QQ8N4W6protein_codingtolerated(0.1)probably_damaging(1)TCGA-AA-3688-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DNAJC22SNVMissense_Mutationrs761677583c.958N>Cp.Phe320Leup.F320LQ8N4W6protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DNAJC22SNVMissense_Mutationnovelc.68N>Gp.Leu23Argp.L23RQ8N4W6protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC22SNVMissense_Mutationrs754538756c.475N>Ap.Ala159Thrp.A159TQ8N4W6protein_codingdeleterious(0.02)benign(0.325)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DNAJC22SNVMissense_Mutationnovelc.90C>Ap.His30Glnp.H30QQ8N4W6protein_codingtolerated(0.1)probably_damaging(1)TCGA-AY-4071-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAJC22SNVMissense_Mutationrs775389117c.500G>Ap.Arg167Hisp.R167HQ8N4W6protein_codingtolerated(0.12)benign(0.042)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DNAJC22SNVMissense_Mutationnovelc.164N>Cp.Phe55Serp.F55SQ8N4W6protein_codingdeleterious(0.01)possibly_damaging(0.521)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
DNAJC22SNVMissense_Mutationrs746569369c.238C>Tp.Arg80Cysp.R80CQ8N4W6protein_codingdeleterious(0.04)possibly_damaging(0.886)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DNAJC22deletionFrame_Shift_Delrs751047585c.224delCp.Pro75LeufsTer2p.P75Lfs*2Q8N4W6protein_codingTCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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