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: CHM

Gene summary for CHM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHM

Gene ID

1121

Gene nameCHM Rab escort protein
Gene AliasDXS540
CytomapXq21.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

A8K545


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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
1121CHMLZE5THumanEsophagusESCC1.58e-032.27e-010.0514
1121CHMLZE7THumanEsophagusESCC6.50e-033.43e-010.0667
1121CHMLZE8THumanEsophagusESCC2.27e-029.67e-020.067
1121CHMLZE24THumanEsophagusESCC1.04e-132.99e-010.0596
1121CHMLZE6THumanEsophagusESCC3.49e-021.79e-010.0845
1121CHMP2T-EHumanEsophagusESCC2.47e-487.68e-010.1177
1121CHMP4T-EHumanEsophagusESCC1.39e-132.67e-010.1323
1121CHMP5T-EHumanEsophagusESCC5.18e-069.88e-020.1327
1121CHMP8T-EHumanEsophagusESCC4.20e-142.73e-010.0889
1121CHMP9T-EHumanEsophagusESCC1.61e-071.31e-010.1131
1121CHMP10T-EHumanEsophagusESCC3.28e-173.07e-010.116
1121CHMP11T-EHumanEsophagusESCC2.15e-052.97e-010.1426
1121CHMP12T-EHumanEsophagusESCC1.02e-163.29e-010.1122
1121CHMP15T-EHumanEsophagusESCC1.24e-121.27e-010.1149
1121CHMP16T-EHumanEsophagusESCC3.82e-061.34e-010.1153
1121CHMP17T-EHumanEsophagusESCC3.52e-042.60e-010.1278
1121CHMP19T-EHumanEsophagusESCC4.69e-021.92e-010.1662
1121CHMP20T-EHumanEsophagusESCC1.78e-051.65e-010.1124
1121CHMP21T-EHumanEsophagusESCC1.63e-091.19e-010.1617
1121CHMP22T-EHumanEsophagusESCC1.28e-071.89e-010.1236
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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
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:007099728SkinAKneuron death63/1910361/187231.50e-052.94e-0463
GO:190121425SkinAKregulation of neuron death57/1910319/187231.87e-053.52e-0457
GO:000091017SkinAKcytokinesis36/1910173/187232.48e-054.47e-0436
GO:00070594SkinAKchromosome segregation60/1910346/187232.88e-054.98e-0460
GO:005125827SkinAKprotein polymerization53/1910297/187233.74e-056.20e-0453
GO:00070519SkinAKspindle organization37/1910184/187234.21e-056.70e-0437
GO:005079226SkinAKregulation of viral process34/1910164/187234.45e-057.03e-0434
GO:009006810SkinAKpositive regulation of cell cycle process43/1910236/187231.20e-041.50e-0343
GO:19021157SkinAKregulation of organelle assembly36/1910186/187231.21e-041.50e-0336
GO:003253524SkinAKregulation of cellular component size62/1910383/187231.66e-041.94e-0362
GO:000660526SkinAKprotein targeting53/1910314/187231.67e-041.94e-0353
GO:00705079SkinAKregulation of microtubule cytoskeleton organization30/1910148/187231.85e-042.12e-0330
GO:190390026SkinAKregulation of viral life cycle30/1910148/187231.85e-042.12e-0330
GO:001619716SkinAKendosomal transport41/1910230/187232.76e-042.93e-0341
GO:009015023SkinAKestablishment of protein localization to membrane45/1910260/187232.84e-042.99e-0345
GO:00008195SkinAKsister chromatid segregation37/1910202/187233.10e-043.19e-0337
GO:00901697SkinAKregulation of spindle assembly9/191025/187235.25e-044.79e-039
GO:00903078SkinAKmitotic spindle assembly16/191065/187236.54e-045.64e-0316
GO:00512257SkinAKspindle assembly24/1910117/187236.54e-045.64e-0324
GO:001050618SkinAKregulation of autophagy51/1910317/187236.97e-045.96e-0351
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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
CHMSNVMissense_Mutationrs746300399c.10N>Gp.Thr4Alap.T4AP24386protein_codingtolerated(0.05)benign(0.001)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
CHMSNVMissense_Mutationc.741N>Gp.Ile247Metp.I247MP24386protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHMSNVMissense_Mutationc.1462C>Tp.Arg488Trpp.R488WP24386protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHMSNVMissense_Mutationc.158N>Tp.Ser53Leup.S53LP24386protein_codingdeleterious(0.01)benign(0.408)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
CHMSNVMissense_Mutationc.1093C>Ap.Leu365Ilep.L365IP24386protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHMSNVMissense_Mutationnovelc.888G>Ap.Met296Ilep.M296IP24386protein_codingdeleterious(0.02)possibly_damaging(0.551)TCGA-LL-A9Q3-01Breastbreast invasive carcinomaFemale>=65III/IVImmunotherapyherceptinCR
CHMSNVMissense_Mutationnovelc.1061N>Ap.Gly354Aspp.G354DP24386protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMSNVMissense_Mutationnovelc.180N>Tp.Lys60Asnp.K60NP24386protein_codingdeleterious(0.04)benign(0.02)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMSNVMissense_Mutationc.677G>Tp.Arg226Ilep.R226IP24386protein_codingdeleterious(0)probably_damaging(0.942)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMSNVMissense_Mutationrs780111922c.1727N>Gp.Ser576Cysp.S576CP24386protein_codingdeleterious(0.01)benign(0.324)TCGA-Q1-A73S-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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