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: CHD7

Gene summary for CHD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHD7

Gene ID

55636

Gene namechromodomain helicase DNA binding protein 7
Gene AliasCRG
Cytomap8q12.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9P2D1


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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
55636CHD7CCI_1HumanCervixCC8.23e-035.69e-010.528
55636CHD7CCI_2HumanCervixCC8.73e-037.12e-010.5249
55636CHD7CCI_3HumanCervixCC5.80e-065.65e-010.516
55636CHD7HTA11_3410_2000001011HumanColorectumAD7.20e-29-7.03e-010.0155
55636CHD7HTA11_2487_2000001011HumanColorectumSER2.04e-12-6.76e-01-0.1808
55636CHD7HTA11_2951_2000001011HumanColorectumAD3.50e-02-6.16e-010.0216
55636CHD7HTA11_2112_2000001011HumanColorectumSER9.97e-04-7.56e-01-0.2196
55636CHD7HTA11_3361_2000001011HumanColorectumAD1.11e-06-6.13e-01-0.1207
55636CHD7HTA11_696_2000001011HumanColorectumAD1.22e-03-2.97e-01-0.1464
55636CHD7HTA11_866_2000001011HumanColorectumAD2.14e-04-3.45e-01-0.1001
55636CHD7HTA11_2992_2000001011HumanColorectumSER1.49e-05-6.98e-01-0.1706
55636CHD7HTA11_5212_2000001011HumanColorectumAD1.24e-03-6.69e-01-0.2061
55636CHD7HTA11_9341_2000001011HumanColorectumSER3.95e-03-8.56e-01-0.00410000000000005
55636CHD7HTA11_7862_2000001011HumanColorectumAD9.85e-09-7.97e-01-0.0179
55636CHD7HTA11_866_3004761011HumanColorectumAD6.63e-03-3.26e-010.096
55636CHD7HTA11_4255_2000001011HumanColorectumSER2.01e-02-6.69e-010.0446
55636CHD7HTA11_8622_2000001021HumanColorectumSER2.10e-04-6.47e-010.0528
55636CHD7HTA11_6801_2000001011HumanColorectumSER8.77e-03-7.02e-010.0171
55636CHD7HTA11_10711_2000001011HumanColorectumAD7.83e-06-4.65e-010.0338
55636CHD7HTA11_7696_3000711011HumanColorectumAD4.12e-04-3.41e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00422541ColorectumSERribosome biogenesis66/2897299/187231.48e-031.60e-0266
GO:00017011ColorectumSERin utero embryonic development77/2897367/187232.77e-032.48e-0277
GO:00158331ColorectumSERpeptide transport58/2897264/187233.08e-032.70e-0258
GO:00614581ColorectumSERreproductive system development87/2897427/187233.69e-033.07e-0287
GO:00900871ColorectumSERregulation of peptide transport46/2897202/187233.86e-033.18e-0246
GO:00459271ColorectumSERpositive regulation of growth56/2897259/187235.10e-033.91e-0256
GO:00027911ColorectumSERregulation of peptide secretion45/2897200/187235.35e-034.03e-0245
GO:00902761ColorectumSERregulation of peptide hormone secretion44/2897196/187236.08e-034.42e-0244
GO:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00486081ColorectumSERreproductive structure development85/2897424/187236.33e-034.56e-0285
GO:00516511ColorectumSERmaintenance of location in cell47/2897214/187237.20e-034.99e-0247
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00614582ColorectumMSSreproductive system development115/3467427/187239.86e-062.39e-04115
GO:00486082ColorectumMSSreproductive structure development113/3467424/187231.94e-054.18e-04113
GO:00017012ColorectumMSSin utero embryonic development99/3467367/187233.71e-057.10e-0499
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00507671ColorectumMSSregulation of neurogenesis94/3467364/187233.12e-044.06e-0394
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:00158332ColorectumMSSpeptide transport71/3467264/187234.79e-045.60e-0371
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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
CHD7SNVMissense_Mutationnovelc.181N>Gp.Gln61Glup.Q61EQ9P2D1protein_codingdeleterious_low_confidence(0.03)benign(0.053)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CHD7SNVMissense_Mutationc.4660N>Tp.Asp1554Tyrp.D1554YQ9P2D1protein_codingdeleterious(0)possibly_damaging(0.825)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
CHD7SNVMissense_Mutationc.8096T>Ap.Met2699Lysp.M2699KQ9P2D1protein_codingtolerated(0.5)possibly_damaging(0.888)TCGA-A7-A13G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexPD
CHD7SNVMissense_Mutationc.6571G>Cp.Glu2191Glnp.E2191QQ9P2D1protein_codingtolerated(0.15)benign(0.003)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
CHD7SNVMissense_Mutationc.7756N>Tp.Pro2586Serp.P2586SQ9P2D1protein_codingdeleterious(0.02)benign(0.026)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CHD7SNVMissense_Mutationnovelc.1537N>Tp.Thr513Serp.T513SQ9P2D1protein_codingtolerated_low_confidence(0.62)benign(0)TCGA-A7-A4SC-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CHD7SNVMissense_Mutationrs368609862c.5440N>Ap.Ala1814Thrp.A1814TQ9P2D1protein_codingtolerated(0.22)benign(0.009)TCGA-A8-A091-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
CHD7SNVMissense_Mutationc.223N>Cp.Tyr75Hisp.Y75HQ9P2D1protein_codingdeleterious_low_confidence(0)probably_damaging(0.987)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHD7SNVMissense_Mutationrs750047137c.6529N>Ap.Glu2177Lysp.E2177KQ9P2D1protein_codingtolerated(0.45)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHD7SNVMissense_Mutationc.4611G>Cp.Lys1537Asnp.K1537NQ9P2D1protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-AN-A0G0-01Breastbreast invasive 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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