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: CHCHD6

Gene summary for CHCHD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHCHD6

Gene ID

84303

Gene namecoiled-coil-helix-coiled-coil-helix domain containing 6
Gene AliasCHCM1
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

Q9BRQ6


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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
84303CHCHD6LZE2THumanEsophagusESCC2.47e-023.71e-010.082
84303CHCHD6LZE4THumanEsophagusESCC3.37e-112.83e-010.0811
84303CHCHD6LZE7THumanEsophagusESCC3.13e-146.55e-010.0667
84303CHCHD6LZE8THumanEsophagusESCC6.82e-041.68e-010.067
84303CHCHD6LZE24THumanEsophagusESCC8.22e-173.53e-010.0596
84303CHCHD6LZE6THumanEsophagusESCC6.64e-145.10e-010.0845
84303CHCHD6P1T-EHumanEsophagusESCC4.79e-123.21e-010.0875
84303CHCHD6P2T-EHumanEsophagusESCC2.23e-274.35e-010.1177
84303CHCHD6P4T-EHumanEsophagusESCC1.20e-213.25e-010.1323
84303CHCHD6P5T-EHumanEsophagusESCC1.30e-234.02e-010.1327
84303CHCHD6P8T-EHumanEsophagusESCC5.31e-224.57e-010.0889
84303CHCHD6P9T-EHumanEsophagusESCC4.54e-092.40e-010.1131
84303CHCHD6P10T-EHumanEsophagusESCC4.20e-661.45e+000.116
84303CHCHD6P11T-EHumanEsophagusESCC8.86e-164.83e-010.1426
84303CHCHD6P12T-EHumanEsophagusESCC1.09e-203.81e-010.1122
84303CHCHD6P15T-EHumanEsophagusESCC2.02e-244.87e-010.1149
84303CHCHD6P16T-EHumanEsophagusESCC1.52e-305.61e-010.1153
84303CHCHD6P17T-EHumanEsophagusESCC3.92e-073.57e-010.1278
84303CHCHD6P20T-EHumanEsophagusESCC1.15e-264.30e-010.1124
84303CHCHD6P21T-EHumanEsophagusESCC1.59e-163.94e-010.1617
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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
∗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:000700619EsophagusESCCmitochondrial membrane organization93/8552116/187232.16e-141.11e-1293
GO:000700713EsophagusESCCinner mitochondrial membrane organization31/855238/187235.93e-066.10e-0531
GO:00424072EsophagusESCCcristae formation13/855216/187234.05e-031.62e-0213
GO:000700612LiverHCCmitochondrial membrane organization80/7958116/187237.09e-091.81e-0780
GO:000700711LiverHCCinner mitochondrial membrane organization28/795838/187239.60e-058.34e-0428
GO:0042407LiverHCCcristae formation12/795816/187238.74e-033.40e-0212
GO:000700610Oral cavityOSCCmitochondrial membrane organization85/7305116/187236.29e-143.40e-1285
GO:00070075Oral cavityOSCCinner mitochondrial membrane organization27/730538/187236.23e-055.08e-0427
GO:00424071Oral cavityOSCCcristae formation12/730516/187233.83e-031.57e-0212
GO:000700617Oral cavityLPmitochondrial membrane organization61/4623116/187239.44e-115.63e-0961
GO:000700712Oral cavityLPinner mitochondrial membrane organization19/462338/187236.54e-045.92e-0319
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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
CHCHD6SNVMissense_Mutationrs769197281c.94N>Ap.Glu32Lysp.E32KQ9BRQ6protein_codingdeleterious(0)probably_damaging(0.909)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHCHD6SNVMissense_Mutationnovelc.498N>Gp.Asn166Lysp.N166KQ9BRQ6protein_codingdeleterious(0.02)possibly_damaging(0.511)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CHCHD6SNVMissense_Mutationnovelc.590N>Ap.Cys197Tyrp.C197YQ9BRQ6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
CHCHD6SNVMissense_Mutationc.110G>Ap.Arg37Hisp.R37HQ9BRQ6protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHCHD6SNVMissense_Mutationnovelc.61N>Tp.Arg21Trpp.R21WQ9BRQ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CHCHD6SNVMissense_Mutationnovelc.295N>Ap.Asp99Asnp.D99NQ9BRQ6protein_codingdeleterious(0.01)possibly_damaging(0.659)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHCHD6SNVMissense_Mutationrs779753384c.631N>Tp.Arg211Cysp.R211CQ9BRQ6protein_codingdeleterious(0)possibly_damaging(0.613)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CHCHD6SNVMissense_Mutationc.538N>Tp.Ala180Serp.A180SQ9BRQ6protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AG-A036-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilCR
CHCHD6SNVMissense_Mutationnovelc.302N>Gp.Leu101Argp.L101RQ9BRQ6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHCHD6SNVMissense_Mutationnovelc.499N>Ap.Ala167Thrp.A167TQ9BRQ6protein_codingdeleterious(0.02)benign(0.091)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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