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: CHCHD5

Gene summary for CHCHD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHCHD5

Gene ID

84269

Gene namecoiled-coil-helix-coiled-coil-helix domain containing 5
Gene AliasC2orf9
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9BSY4


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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
84269CHCHD5GSM4909293HumanBreastIDC2.62e-031.68e-010.1581
84269CHCHD5GSM4909296HumanBreastIDC1.48e-051.65e-010.1524
84269CHCHD5GSM4909297HumanBreastIDC5.92e-035.68e-020.1517
84269CHCHD5GSM4909301HumanBreastIDC3.41e-115.28e-010.1577
84269CHCHD5GSM4909304HumanBreastIDC4.95e-114.36e-010.1636
84269CHCHD5GSM4909306HumanBreastIDC3.68e-124.61e-010.1564
84269CHCHD5GSM4909311HumanBreastIDC1.40e-167.34e-020.1534
84269CHCHD5GSM4909312HumanBreastIDC8.38e-041.34e-010.1552
84269CHCHD5GSM4909313HumanBreastIDC4.60e-022.61e-010.0391
84269CHCHD5GSM4909319HumanBreastIDC5.48e-202.05e-020.1563
84269CHCHD5GSM4909321HumanBreastIDC1.93e-051.82e-010.1559
84269CHCHD5NCCBC14HumanBreastDCIS5.81e-041.87e-010.2021
84269CHCHD5P1HumanBreastIDC3.05e-06-1.24e-010.1527
84269CHCHD5DCIS2HumanBreastDCIS6.47e-547.21e-020.0085
84269CHCHD5LZE2THumanEsophagusESCC1.10e-035.71e-010.082
84269CHCHD5LZE3DHumanEsophagusHGIN4.89e-025.54e-010.0668
84269CHCHD5LZE4THumanEsophagusESCC3.25e-175.21e-010.0811
84269CHCHD5LZE5THumanEsophagusESCC2.05e-075.71e-010.0514
84269CHCHD5LZE7THumanEsophagusESCC1.34e-106.74e-010.0667
84269CHCHD5LZE8THumanEsophagusESCC1.24e-083.56e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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
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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
CHCHD5SNVMissense_Mutationrs779454543c.38N>Ap.Gly13Aspp.G13DQ9BSY4protein_codingtolerated(0.3)benign(0.006)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CHCHD5SNVMissense_Mutationrs201729327c.71C>Tp.Ala24Valp.A24VQ9BSY4protein_codingtolerated(0.1)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHCHD5SNVMissense_Mutationc.316C>Tp.Pro106Serp.P106SQ9BSY4protein_codingtolerated(0.16)benign(0.009)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHCHD5SNVMissense_Mutationnovelc.59G>Ap.Gly20Aspp.G20DQ9BSY4protein_codingdeleterious(0)possibly_damaging(0.746)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CHCHD5SNVMissense_Mutationc.34N>Gp.Cys12Glyp.C12GQ9BSY4protein_codingdeleterious(0)probably_damaging(0.915)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CHCHD5SNVMissense_Mutationc.290G>Ap.Arg97Hisp.R97HQ9BSY4protein_codingtolerated(0.37)benign(0)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
CHCHD5SNVMissense_Mutationnovelc.263N>Gp.Gln88Argp.Q88RQ9BSY4protein_codingtolerated(0.6)benign(0.039)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHCHD5SNVMissense_Mutationc.250C>Tp.Arg84Cysp.R84CQ9BSY4protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-B5-A0JZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
CHCHD5SNVMissense_Mutationnovelc.40C>Tp.Arg14Trpp.R14WQ9BSY4protein_codingdeleterious(0)benign(0.333)TCGA-BG-A18A-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHCHD5SNVMissense_Mutationc.46N>Ap.Leu16Metp.L16MQ9BSY4protein_codingtolerated(0.56)benign(0.177)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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