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: CHML

Gene summary for CHML

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHML

Gene ID

1122

Gene nameCHM like Rab escort protein
Gene AliasREP2
Cytomap1q43
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P26374


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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
1122CHMLLZE2THumanEsophagusESCC2.30e-022.87e-010.082
1122CHMLLZE7THumanEsophagusESCC4.36e-032.45e-010.0667
1122CHMLLZE24THumanEsophagusESCC1.66e-102.51e-010.0596
1122CHMLP2T-EHumanEsophagusESCC3.48e-091.70e-010.1177
1122CHMLP4T-EHumanEsophagusESCC1.80e-028.72e-020.1323
1122CHMLP5T-EHumanEsophagusESCC7.88e-082.07e-010.1327
1122CHMLP8T-EHumanEsophagusESCC6.83e-127.34e-020.0889
1122CHMLP10T-EHumanEsophagusESCC1.42e-101.44e-010.116
1122CHMLP11T-EHumanEsophagusESCC1.78e-041.41e-010.1426
1122CHMLP12T-EHumanEsophagusESCC1.75e-121.67e-010.1122
1122CHMLP16T-EHumanEsophagusESCC2.97e-071.35e-010.1153
1122CHMLP21T-EHumanEsophagusESCC3.17e-151.90e-010.1617
1122CHMLP22T-EHumanEsophagusESCC2.42e-038.96e-020.1236
1122CHMLP23T-EHumanEsophagusESCC1.67e-071.86e-010.108
1122CHMLP26T-EHumanEsophagusESCC1.30e-101.40e-010.1276
1122CHMLP27T-EHumanEsophagusESCC1.20e-026.42e-020.1055
1122CHMLP28T-EHumanEsophagusESCC3.21e-102.02e-010.1149
1122CHMLP30T-EHumanEsophagusESCC1.00e-093.58e-010.137
1122CHMLP31T-EHumanEsophagusESCC2.55e-035.45e-020.1251
1122CHMLP32T-EHumanEsophagusESCC1.51e-079.39e-020.1666
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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
∗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
CHMLSNVMissense_Mutationnovelc.1060A>Cp.Ile354Leup.I354LP26374protein_codingtolerated(0.98)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHMLSNVMissense_Mutationc.539N>Cp.Lys180Thrp.K180TP26374protein_codingtolerated(0.39)benign(0.011)TCGA-BH-A28Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHMLinsertionNonsense_Mutationnovelc.1775_1776insCTCACTTGACCCTTGTAACTGATGAGGCAATGATGp.Gln592HisfsTer8p.Q592Hfs*8P26374protein_codingTCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CHMLinsertionNonsense_Mutationnovelc.609_610insTGATGGTGATGATAAGCAGCCAGAGp.Thr204Terp.T204*P26374protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHMLdeletionIn_Frame_Delc.1570_1611delNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNNp.Ser524_Glu537delp.S524_E537delP26374protein_codingTCGA-AO-A03V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
CHMLinsertionNonsense_Mutationnovelc.1319_1320insATTCTTAGGAATTCCTAAGGAGAAACAGAGTp.Tyr440Terp.Y440*P26374protein_codingTCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CHMLSNVMissense_Mutationnovelc.1762C>Tp.His588Tyrp.H588YP26374protein_codingtolerated(0.61)benign(0.005)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMLSNVMissense_Mutationc.1536T>Gp.Cys512Trpp.C512WP26374protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMLSNVMissense_Mutationrs374763241c.313G>Ap.Ala105Thrp.A105TP26374protein_codingtolerated(0.13)benign(0.07)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHMLSNVMissense_Mutationnovelc.583G>Cp.Asp195Hisp.D195HP26374protein_codingtolerated(0.05)possibly_damaging(0.667)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=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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