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: CHRAC1

Gene summary for CHRAC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHRAC1

Gene ID

54108

Gene namechromatin accessibility complex subunit 1
Gene AliasCHARC1
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NRG0


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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
54108CHRAC1HTA11_3410_2000001011HumanColorectumAD1.08e-029.57e-020.0155
54108CHRAC1HTA11_2487_2000001011HumanColorectumSER9.02e-072.20e-01-0.1808
54108CHRAC1HTA11_1938_2000001011HumanColorectumAD1.22e-103.70e-01-0.0811
54108CHRAC1HTA11_78_2000001011HumanColorectumAD1.88e-061.86e-01-0.1088
54108CHRAC1HTA11_347_2000001011HumanColorectumAD1.27e-152.87e-01-0.1954
54108CHRAC1HTA11_411_2000001011HumanColorectumSER5.50e-043.56e-01-0.2602
54108CHRAC1HTA11_3361_2000001011HumanColorectumAD3.53e-022.34e-01-0.1207
54108CHRAC1HTA11_696_2000001011HumanColorectumAD9.32e-101.86e-01-0.1464
54108CHRAC1HTA11_866_2000001011HumanColorectumAD4.38e-061.40e-01-0.1001
54108CHRAC1HTA11_1391_2000001011HumanColorectumAD2.05e-092.44e-01-0.059
54108CHRAC1HTA11_866_3004761011HumanColorectumAD4.55e-071.71e-010.096
54108CHRAC1HTA11_7663_2000001011HumanColorectumSER2.60e-022.72e-010.0131
54108CHRAC1HTA11_6801_2000001011HumanColorectumSER3.66e-053.46e-010.0171
54108CHRAC1HTA11_7696_3000711011HumanColorectumAD4.07e-041.02e-010.0674
54108CHRAC1HTA11_99999970781_79442HumanColorectumMSS9.63e-081.68e-010.294
54108CHRAC1HTA11_99999965062_69753HumanColorectumMSI-H3.63e-044.73e-010.3487
54108CHRAC1HTA11_99999965104_69814HumanColorectumMSS1.06e-052.45e-010.281
54108CHRAC1HTA11_99999971662_82457HumanColorectumMSS2.67e-203.90e-010.3859
54108CHRAC1HTA11_99999974143_84620HumanColorectumMSS1.71e-029.23e-020.3005
54108CHRAC1LZE2THumanEsophagusESCC5.53e-055.41e-010.082
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0071897ColorectumADDNA biosynthetic process55/3918180/187231.46e-031.24e-0255
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00718971ColorectumSERDNA biosynthetic process43/2897180/187231.99e-031.98e-0243
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00718972ColorectumMSSDNA biosynthetic process50/3467180/187231.45e-031.35e-0250
GO:00718973ColorectumMSI-HDNA biosynthetic process26/1319180/187233.73e-048.56e-0326
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:007189715Oral cavityLPDNA biosynthetic process71/4623180/187238.04e-061.52e-0471
GO:000632519SkincSCCchromatin organization147/4864409/187234.41e-066.52e-05147
GO:007189718SkincSCCDNA biosynthetic process74/4864180/187236.33e-068.92e-0574
GO:000633812SkincSCCchromatin remodeling94/4864255/187237.58e-057.26e-0494
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:0071897110ThyroidPTCDNA biosynthetic process82/5968180/187237.98e-056.81e-0482
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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
CHRAC1SNVMissense_Mutationc.367N>Cp.Glu123Glnp.E123QQ9NRG0protein_codingtolerated_low_confidence(0.25)benign(0.001)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CHRAC1SNVMissense_Mutationnovelc.80N>Cp.Ile27Thrp.I27TQ9NRG0protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHRAC1insertionFrame_Shift_Insnovelc.380_381insACACAGCAATGCACATTp.Asp127GlufsTer17p.D127Efs*17Q9NRG0protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CHRAC1SNVMissense_Mutationnovelc.121G>Ap.Ala41Thrp.A41TQ9NRG0protein_codingdeleterious(0.01)possibly_damaging(0.626)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHRAC1SNVMissense_Mutationnovelc.351G>Tp.Glu117Aspp.E117DQ9NRG0protein_codingtolerated(0.41)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CHRAC1SNVMissense_Mutationnovelc.359N>Gp.Asn120Serp.N120SQ9NRG0protein_codingtolerated(0.31)benign(0)TCGA-78-7146-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CHRAC1SNVMissense_Mutationc.361N>Cp.Asp121Hisp.D121HQ9NRG0protein_codingdeleterious_low_confidence(0.03)benign(0.102)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
CHRAC1SNVMissense_Mutationc.361G>Cp.Asp121Hisp.D121HQ9NRG0protein_codingdeleterious_low_confidence(0.03)benign(0.102)TCGA-HC-8265-01Prostateprostate adenocarcinomaMale>=658UnknownUnknownSD
CHRAC1SNVMissense_Mutationc.215T>Cp.Leu72Prop.L72PQ9NRG0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-HU-A4GT-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapycopolangSD
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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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