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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00160325ColorectumCRCviral process95/2078415/187233.31e-123.30e-0995
GO:00098955ColorectumCRCnegative regulation of catabolic process75/2078320/187232.02e-109.31e-0875
GO:00313305ColorectumCRCnegative regulation of cellular catabolic process61/2078262/187231.27e-082.54e-0661
GO:00190585ColorectumCRCviral life cycle69/2078317/187232.70e-083.84e-0669
GO:00512585ColorectumCRCprotein polymerization64/2078297/187231.26e-071.45e-0564
GO:00516564ColorectumCRCestablishment of organelle localization76/2078390/187236.53e-074.50e-0576
GO:00161974ColorectumCRCendosomal transport49/2078230/187235.07e-062.05e-0449
GO:00105064ColorectumCRCregulation of autophagy62/2078317/187236.04e-062.35e-0462
GO:00069005ColorectumCRCvesicle budding from membrane19/207861/187231.99e-055.90e-0419
GO:00160504ColorectumCRCvesicle organization57/2078300/187233.36e-058.57e-0457
GO:00901505ColorectumCRCestablishment of protein localization to membrane51/2078260/187233.59e-059.05e-0451
GO:00725945ColorectumCRCestablishment of protein localization to organelle74/2078422/187234.38e-051.05e-0374
GO:00444035ColorectumCRCbiological process involved in symbiotic interaction55/2078290/187234.82e-051.12e-0355
GO:00709975ColorectumCRCneuron death65/2078361/187235.55e-051.26e-0365
GO:00106394ColorectumCRCnegative regulation of organelle organization63/2078348/187236.09e-051.35e-0363
GO:00602495ColorectumCRCanatomical structure homeostasis57/2078314/187231.24e-042.41e-0357
GO:19012154ColorectumCRCnegative regulation of neuron death41/2078208/187231.79e-043.17e-0341
GO:19012145ColorectumCRCregulation of neuron death57/2078319/187231.90e-043.30e-0357
GO:00517015ColorectumCRCbiological process involved in interaction with host39/2078203/187234.36e-046.40e-0339
GO:00070344ColorectumCRCvacuolar transport32/2078157/187234.77e-046.90e-0332
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 8 9 10 11 

Top

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
Page: 1