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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CHD4

Gene summary for CHD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHD4

Gene ID

1108

Gene namechromodomain helicase DNA binding protein 4
Gene AliasCHD-4
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q14839


Top

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
1108CHD4HTA11_3410_2000001011HumanColorectumAD2.45e-022.09e-010.0155
1108CHD4HTA11_2487_2000001011HumanColorectumSER2.43e-023.55e-01-0.1808
1108CHD4HTA11_1938_2000001011HumanColorectumAD4.79e-106.41e-01-0.0811
1108CHD4HTA11_78_2000001011HumanColorectumAD2.71e-033.79e-01-0.1088
1108CHD4HTA11_347_2000001011HumanColorectumAD9.13e-155.77e-01-0.1954
1108CHD4HTA11_696_2000001011HumanColorectumAD3.94e-125.47e-01-0.1464
1108CHD4HTA11_866_2000001011HumanColorectumAD1.58e-125.26e-01-0.1001
1108CHD4HTA11_1391_2000001011HumanColorectumAD3.92e-198.85e-01-0.059
1108CHD4HTA11_546_2000001011HumanColorectumAD1.00e-086.54e-01-0.0842
1108CHD4HTA11_866_3004761011HumanColorectumAD3.01e-166.90e-010.096
1108CHD4HTA11_7663_2000001011HumanColorectumSER2.45e-038.41e-010.0131
1108CHD4HTA11_6801_2000001011HumanColorectumSER1.63e-058.31e-010.0171
1108CHD4HTA11_10711_2000001011HumanColorectumAD3.54e-066.46e-010.0338
1108CHD4HTA11_7696_3000711011HumanColorectumAD2.81e-359.93e-010.0674
1108CHD4HTA11_6818_2000001011HumanColorectumAD1.43e-026.23e-010.0112
1108CHD4HTA11_6818_2000001021HumanColorectumAD1.87e-106.56e-010.0588
1108CHD4HTA11_99999970781_79442HumanColorectumMSS9.51e-237.84e-010.294
1108CHD4HTA11_99999965062_69753HumanColorectumMSI-H2.10e-051.25e+000.3487
1108CHD4HTA11_99999965104_69814HumanColorectumMSS4.70e-261.16e+000.281
1108CHD4HTA11_99999971662_82457HumanColorectumMSS1.73e-289.40e-010.3859
Page: 1 2 3 4 5 6 7 8 9 10 

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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0032392ColorectumADDNA geometric change31/391890/187232.02e-031.63e-0231
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00063251ColorectumSERchromatin organization89/2897409/187234.15e-046.17e-0389
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00323921ColorectumMSSDNA geometric change29/346790/187231.26e-031.20e-0229
GO:0032508ColorectumMSSDNA duplex unwinding25/346784/187238.27e-034.99e-0225
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:00325084EsophagusHGINDNA duplex unwinding22/258784/187231.91e-032.03e-0222
GO:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:001703818EsophagusESCCprotein import149/8552206/187235.90e-153.31e-13149
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
Page: 1 2 3 4 5 6 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa05203LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa051651LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
hsa052031LiverCirrhoticViral carcinogenesis76/2530204/84651.34e-024.20e-022.59e-0276
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa052033LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
hsa051656LungIACHuman papillomavirus infection71/1053331/84651.88e-067.63e-055.06e-0571
hsa052034LungIACViral carcinogenesis43/1053204/84653.02e-043.07e-032.04e-0343
hsa0516511LungIACHuman papillomavirus infection71/1053331/84651.88e-067.63e-055.06e-0571
hsa0520311LungIACViral carcinogenesis43/1053204/84653.02e-043.07e-032.04e-0343
hsa0516521LungAISHuman papillomavirus infection64/961331/84651.03e-053.04e-041.95e-0464
hsa0520321LungAISViral carcinogenesis37/961204/84652.49e-031.49e-029.55e-0337
Page: 1 2 3 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CHD4SNVMissense_Mutationnovelc.1156G>Ap.Asp386Asnp.D386NQ14839protein_codingdeleterious(0)probably_damaging(1)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CHD4SNVMissense_Mutationc.266N>Tp.Gly89Valp.G89VQ14839protein_codingtolerated_low_confidence(0.05)benign(0.115)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CHD4SNVMissense_Mutationc.3184C>Gp.Leu1062Valp.L1062VQ14839protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
CHD4SNVMissense_Mutationnovelc.3048N>Cp.Lys1016Asnp.K1016NQ14839protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CHD4SNVMissense_Mutationc.2458N>Ap.Glu820Lysp.E820KQ14839protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CHD4SNVMissense_Mutationnovelc.800N>Tp.Gly267Valp.G267VQ14839protein_codingdeleterious(0.02)probably_damaging(1)TCGA-A2-A4S2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
CHD4SNVMissense_Mutationc.2629N>Tp.Arg877Trpp.R877WQ14839protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A7-A5ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
CHD4SNVMissense_Mutationc.4007N>Ap.Gly1336Glup.G1336EQ14839protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CHD4SNVMissense_Mutationc.3967N>Cp.Glu1323Glnp.E1323QQ14839protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHD4SNVMissense_Mutationc.2630N>Ap.Arg877Glnp.R877QQ14839protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A1H3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 

Top

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
1108CHD4ENZYME, CLINICALLY ACTIONABLEvorinostatVORINOSTAT26296641
Page: 1