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: CHTOP

Gene summary for CHTOP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHTOP

Gene ID

26097

Gene namechromatin target of PRMT1
Gene AliasC10orf77
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

Q9Y3Y2


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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
26097CHTOPLZE2THumanEsophagusESCC2.50e-108.21e-010.082
26097CHTOPLZE4THumanEsophagusESCC1.25e-195.01e-010.0811
26097CHTOPLZE7THumanEsophagusESCC9.76e-125.45e-010.0667
26097CHTOPLZE8THumanEsophagusESCC4.25e-123.01e-010.067
26097CHTOPLZE20THumanEsophagusESCC1.29e-052.75e-010.0662
26097CHTOPLZE24THumanEsophagusESCC2.11e-195.99e-010.0596
26097CHTOPLZE21THumanEsophagusESCC1.60e-074.60e-010.0655
26097CHTOPLZE6THumanEsophagusESCC1.15e-103.99e-010.0845
26097CHTOPP1T-EHumanEsophagusESCC1.03e-176.22e-010.0875
26097CHTOPP2T-EHumanEsophagusESCC1.78e-549.10e-010.1177
26097CHTOPP4T-EHumanEsophagusESCC4.75e-287.15e-010.1323
26097CHTOPP5T-EHumanEsophagusESCC3.21e-529.27e-010.1327
26097CHTOPP8T-EHumanEsophagusESCC6.85e-365.96e-010.0889
26097CHTOPP9T-EHumanEsophagusESCC6.43e-277.40e-010.1131
26097CHTOPP10T-EHumanEsophagusESCC5.58e-468.75e-010.116
26097CHTOPP11T-EHumanEsophagusESCC1.20e-271.04e+000.1426
26097CHTOPP12T-EHumanEsophagusESCC9.99e-315.51e-010.1122
26097CHTOPP15T-EHumanEsophagusESCC1.27e-379.52e-010.1149
26097CHTOPP16T-EHumanEsophagusESCC5.28e-296.44e-010.1153
26097CHTOPP17T-EHumanEsophagusESCC4.93e-146.95e-010.1278
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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
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:000640511Oral cavityLPRNA export from nucleus40/462384/187234.24e-068.71e-0540
GO:007142611Oral cavityLPribonucleoprotein complex export from nucleus37/462376/187235.02e-061.01e-0437
GO:003150313Oral cavityLPprotein-containing complex localization82/4623220/187232.08e-053.44e-0482
GO:001657014Oral cavityLPhistone modification152/4623463/187234.04e-055.90e-04152
GO:000640611Oral cavityLPmRNA export from nucleus28/462359/187231.22e-041.43e-0328
GO:007142711Oral cavityLPmRNA-containing ribonucleoprotein complex export from nucleus28/462359/187231.22e-041.43e-0328
GO:003105613Oral cavityLPregulation of histone modification55/4623152/187231.01e-038.48e-0355
GO:00310581Oral cavityLPpositive regulation of histone modification36/462392/187231.51e-031.18e-0236
GO:003278113Oral cavityLPpositive regulation of ATPase activity13/462327/187236.92e-033.96e-0213
GO:000691324SkincSCCnucleocytoplasmic transport162/4864301/187234.20e-251.10e-22162
GO:005116924SkincSCCnuclear transport162/4864301/187234.20e-251.10e-22162
GO:0006403111SkincSCCRNA localization120/4864201/187234.17e-241.01e-21120
GO:0051168111SkincSCCnuclear export91/4864154/187233.33e-184.18e-1691
GO:005065719SkincSCCnucleic acid transport92/4864163/187231.35e-161.33e-1492
GO:005065819SkincSCCRNA transport92/4864163/187231.35e-161.33e-1492
GO:005123619SkincSCCestablishment of RNA localization93/4864166/187231.78e-161.69e-1493
GO:005102816SkincSCCmRNA transport77/4864130/187231.06e-158.95e-1477
GO:007116613SkincSCCribonucleoprotein complex localization49/486477/187233.94e-122.13e-1049
GO:001593119SkincSCCnucleobase-containing compound transport105/4864222/187235.49e-122.89e-10105
GO:007142613SkincSCCribonucleoprotein complex export from nucleus48/486476/187239.76e-124.97e-1048
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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
CHTOPSNVMissense_Mutationrs764039585c.605N>Ap.Arg202Glnp.R202QQ9Y3Y2protein_codingtolerated(0.35)benign(0.116)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CHTOPdeletionFrame_Shift_Delc.235delCp.Arg79AlafsTer11p.R79Afs*11Q9Y3Y2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CHTOPSNVMissense_Mutationc.323N>Cp.Ile108Thrp.I108TQ9Y3Y2protein_codingtolerated(0.41)benign(0.026)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CHTOPSNVMissense_Mutationrs746372648c.119C>Tp.Ser40Leup.S40LQ9Y3Y2protein_codingdeleterious(0.01)benign(0.063)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHTOPSNVMissense_Mutationnovelc.355C>Tp.Arg119Cysp.R119CQ9Y3Y2protein_codingtolerated(0.07)probably_damaging(0.942)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHTOPSNVMissense_Mutationnovelc.64N>Tp.Arg22Cysp.R22CQ9Y3Y2protein_codingdeleterious(0.02)possibly_damaging(0.616)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHTOPSNVMissense_Mutationnovelc.508N>Tp.Arg170Cysp.R170CQ9Y3Y2protein_codingtolerated(0.15)probably_damaging(0.942)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHTOPSNVMissense_Mutationc.225C>Ap.Ser75Argp.S75RQ9Y3Y2protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHTOPSNVMissense_Mutationc.700G>Ap.Ala234Thrp.A234TQ9Y3Y2protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHTOPSNVMissense_Mutationnovelc.236N>Ap.Arg79Hisp.R79HQ9Y3Y2protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AP-A1DV-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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