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:19024107Oral cavityOSCCmitotic cytokinetic process20/730523/187232.91e-063.56e-0520
GO:00325112Oral cavityOSCClate endosome to vacuole transport via multivesicular body sorting pathway16/730517/187233.07e-063.72e-0516
GO:00619524Oral cavityOSCCmidbody abscission16/730517/187233.07e-063.72e-0516
GO:00482843Oral cavityOSCCorganelle fusion82/7305141/187233.08e-063.72e-0582
GO:000091010Oral cavityOSCCcytokinesis97/7305173/187233.82e-064.51e-0597
GO:19050374Oral cavityOSCCautophagosome organization63/7305103/187234.30e-064.98e-0563
GO:00900688Oral cavityOSCCpositive regulation of cell cycle process126/7305236/187234.75e-065.44e-05126
GO:00602364Oral cavityOSCCregulation of mitotic spindle organization27/730535/187234.93e-065.58e-0527
GO:00902244Oral cavityOSCCregulation of spindle organization29/730539/187237.81e-068.43e-0529
GO:00705077Oral cavityOSCCregulation of microtubule cytoskeleton organization84/7305148/187238.80e-069.33e-0584
GO:19011847Oral cavityOSCCregulation of ERBB signaling pathway50/730579/187231.06e-051.12e-0450
GO:00000454Oral cavityOSCCautophagosome assembly60/730599/187231.09e-051.14e-0460
GO:00989277Oral cavityOSCCvesicle-mediated transport between endosomal compartments31/730543/187231.10e-051.14e-0431
GO:007121615Oral cavityOSCCcellular response to biotic stimulus129/7305246/187231.20e-051.23e-04129
GO:000223717Oral cavityOSCCresponse to molecule of bacterial origin181/7305363/187231.48e-051.49e-04181
GO:00616405Oral cavityOSCCcytoskeleton-dependent cytokinesis60/7305100/187231.69e-051.67e-0460
GO:00066123Oral cavityOSCCprotein targeting to membrane75/7305131/187231.72e-051.69e-0475
GO:0010389Oral cavityOSCCregulation of G2/M transition of mitotic cell cycle57/730594/187231.75e-051.71e-0457
GO:00485259Oral cavityOSCCnegative regulation of viral process56/730592/187231.77e-051.72e-0456
GO:00420587Oral cavityOSCCregulation of epidermal growth factor receptor signaling pathway46/730573/187232.80e-052.59e-0446
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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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