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: CHD8

Gene summary for CHD8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHD8

Gene ID

57680

Gene namechromodomain helicase DNA binding protein 8
Gene AliasAUTS18
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9HCK8


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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
57680CHD8LZE2THumanEsophagusESCC4.99e-044.46e-010.082
57680CHD8LZE4THumanEsophagusESCC9.55e-184.46e-010.0811
57680CHD8LZE5THumanEsophagusESCC4.90e-043.75e-010.0514
57680CHD8LZE7THumanEsophagusESCC5.85e-103.91e-010.0667
57680CHD8LZE8THumanEsophagusESCC1.65e-038.52e-020.067
57680CHD8LZE20THumanEsophagusESCC1.97e-072.36e-010.0662
57680CHD8LZE24THumanEsophagusESCC2.96e-203.58e-010.0596
57680CHD8LZE21THumanEsophagusESCC7.63e-054.13e-010.0655
57680CHD8LZE6THumanEsophagusESCC3.43e-062.25e-010.0845
57680CHD8P1T-EHumanEsophagusESCC5.02e-102.83e-010.0875
57680CHD8P2T-EHumanEsophagusESCC9.46e-193.45e-010.1177
57680CHD8P4T-EHumanEsophagusESCC6.27e-232.42e-010.1323
57680CHD8P5T-EHumanEsophagusESCC3.12e-079.11e-020.1327
57680CHD8P8T-EHumanEsophagusESCC1.87e-193.86e-010.0889
57680CHD8P9T-EHumanEsophagusESCC9.66e-101.56e-010.1131
57680CHD8P10T-EHumanEsophagusESCC3.97e-264.68e-010.116
57680CHD8P11T-EHumanEsophagusESCC1.34e-103.38e-010.1426
57680CHD8P12T-EHumanEsophagusESCC1.30e-306.39e-010.1122
57680CHD8P15T-EHumanEsophagusESCC1.42e-337.75e-010.1149
57680CHD8P16T-EHumanEsophagusESCC3.31e-222.35e-010.1153
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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
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
GO:004434611SkincSCCfibroblast apoptotic process12/486422/187234.04e-032.15e-0212
GO:00063834SkincSCCtranscription by RNA polymerase III20/486446/187237.44e-033.50e-0220
GO:0016055110ThyroidPTCWnt signaling pathway217/5968444/187233.71e-142.30e-12217
GO:0198738110ThyroidPTCcell-cell signaling by wnt217/5968446/187236.68e-143.73e-12217
GO:0030111110ThyroidPTCregulation of Wnt signaling pathway163/5968328/187231.05e-114.29e-10163
GO:0001701111ThyroidPTCin utero embryonic development175/5968367/187231.40e-104.73e-09175
GO:0060828110ThyroidPTCregulation of canonical Wnt signaling pathway123/5968253/187231.83e-084.26e-07123
GO:000632520ThyroidPTCchromatin organization183/5968409/187232.55e-085.70e-07183
GO:0060070110ThyroidPTCcanonical Wnt signaling pathway141/5968303/187235.71e-081.21e-06141
GO:00063385ThyroidPTCchromatin remodeling106/5968255/187236.56e-044.13e-03106
GO:003017810ThyroidPTCnegative regulation of Wnt signaling pathway74/5968170/187238.99e-045.48e-0374
GO:00900907ThyroidPTCnegative regulation of canonical Wnt signaling pathway59/5968137/187233.76e-031.80e-0259
GO:00323928ThyroidPTCDNA geometric change41/596890/187234.47e-032.11e-0241
GO:00443465ThyroidPTCfibroblast apoptotic process13/596822/187237.65e-033.25e-0213
GO:00063835ThyroidPTCtranscription by RNA polymerase III23/596846/187237.89e-033.33e-0223
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:003011125ThyroidATCregulation of Wnt signaling pathway177/6293328/187231.83e-141.05e-12177
GO:000170126ThyroidATCin utero embryonic development183/6293367/187236.62e-112.11e-09183
GO:006082825ThyroidATCregulation of canonical Wnt signaling pathway134/6293253/187231.49e-104.56e-09134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431016Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431017Oral cavityEOLPWnt signaling pathway37/1218171/84656.23e-031.83e-021.08e-0237
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
CHD8SNVMissense_Mutationnovelc.3148N>Cp.Glu1050Glnp.E1050QQ9HCK8protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CHD8SNVMissense_Mutationc.5564G>Ap.Arg1855Hisp.R1855HQ9HCK8protein_codingdeleterious(0.02)probably_damaging(0.962)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CHD8SNVMissense_Mutationc.4483C>Ap.Arg1495Serp.R1495SQ9HCK8protein_codingdeleterious(0)benign(0.298)TCGA-AC-A23G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
CHD8SNVMissense_Mutationc.3095N>Cp.Arg1032Thrp.R1032TQ9HCK8protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHD8SNVMissense_Mutationrs759526072c.4342N>Tp.Arg1448Trpp.R1448WQ9HCK8protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHD8SNVMissense_Mutationnovelc.2019N>Tp.Lys673Asnp.K673NQ9HCK8protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHD8SNVMissense_Mutationnovelc.4539N>Gp.Asn1513Lysp.N1513KQ9HCK8protein_codingdeleterious(0)benign(0.306)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHD8SNVMissense_Mutationc.281N>Tp.Asp94Valp.D94VQ9HCK8protein_codingtolerated_low_confidence(0.4)benign(0.038)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CHD8SNVMissense_Mutationc.5608G>Tp.Asp1870Tyrp.D1870YQ9HCK8protein_codingdeleterious(0)probably_damaging(0.914)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHD8SNVMissense_Mutationc.6401A>Cp.Asp2134Alap.D2134AQ9HCK8protein_codingdeleterious(0.02)benign(0.258)TCGA-B6-A0RI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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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