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: CHD3

Gene summary for CHD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHD3

Gene ID

1107

Gene namechromodomain helicase DNA binding protein 3
Gene AliasMi-2a
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B3KWV4


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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
1107CHD3HTA11_3410_2000001011HumanColorectumAD2.26e-035.43e-020.0155
1107CHD3HTA11_1938_2000001011HumanColorectumAD1.75e-021.90e-01-0.0811
1107CHD3HTA11_347_2000001011HumanColorectumAD1.15e-021.59e-01-0.1954
1107CHD3HTA11_696_2000001011HumanColorectumAD3.35e-042.40e-01-0.1464
1107CHD3HTA11_1391_2000001011HumanColorectumAD1.07e-032.92e-01-0.059
1107CHD3HTA11_10711_2000001011HumanColorectumAD9.05e-033.80e-010.0338
1107CHD3HTA11_7696_3000711011HumanColorectumAD4.61e-032.76e-010.0674
1107CHD3A015-C-203HumanColorectumFAP2.48e-031.90e-01-0.1294
1107CHD3A001-C-119HumanColorectumFAP2.58e-055.94e-01-0.1557
1107CHD3A001-C-108HumanColorectumFAP1.23e-033.31e-01-0.0272
1107CHD3A002-C-021HumanColorectumFAP3.23e-023.38e-010.1171
1107CHD3A002-C-205HumanColorectumFAP6.14e-054.37e-01-0.1236
1107CHD3A001-C-104HumanColorectumFAP2.69e-054.05e-010.0184
1107CHD3A015-C-106HumanColorectumFAP1.15e-022.94e-01-0.0511
1107CHD3A015-C-104HumanColorectumFAP1.32e-103.70e-01-0.1899
1107CHD3A002-C-116HumanColorectumFAP7.12e-044.55e-02-0.0452
1107CHD3A014-C-008HumanColorectumFAP2.27e-076.29e-01-0.191
1107CHD3LZE4THumanEsophagusESCC1.28e-093.59e-010.0811
1107CHD3LZE5THumanEsophagusESCC2.79e-043.67e-010.0514
1107CHD3LZE7THumanEsophagusESCC1.06e-114.55e-010.0667
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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
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:003250812Oral cavityEOLPDNA duplex unwinding19/221884/187233.84e-032.13e-0219
GO:00063259ProstateBPHchromatin organization101/3107409/187231.52e-051.94e-04101
GO:00070516ProstateBPHspindle organization48/3107184/187236.91e-044.60e-0348
GO:00063382ProstateBPHchromatin remodeling62/3107255/187239.47e-045.97e-0362
GO:00323924ProstateBPHDNA geometric change26/310790/187232.46e-031.33e-0226
GO:00325082ProstateBPHDNA duplex unwinding24/310784/187234.13e-032.04e-0224
GO:00310231ProstateBPHmicrotubule organizing center organization35/3107143/187239.88e-034.16e-0235
GO:000632514ProstateTumorchromatin organization104/3246409/187232.02e-052.62e-04104
GO:000633811ProstateTumorchromatin remodeling63/3246255/187231.73e-031.02e-0263
GO:000705112ProstateTumorspindle organization48/3246184/187231.80e-031.06e-0248
GO:003239212ProstateTumorDNA geometric change27/324690/187232.15e-031.22e-0227
GO:003250811ProstateTumorDNA duplex unwinding25/324684/187233.47e-031.79e-0225
GO:000632518SkinAKchromatin organization73/1910409/187231.40e-064.26e-0573
GO:00063384SkinAKchromatin remodeling51/1910255/187231.95e-065.73e-0551
GO:00323927SkinAKDNA geometric change23/191090/187232.53e-054.54e-0423
GO:00070519SkinAKspindle organization37/1910184/187234.21e-056.70e-0437
GO:00325085SkinAKDNA duplex unwinding21/191084/187237.93e-051.09e-0321
GO:000700620SkinAKmitochondrial membrane organization25/1910116/187232.31e-042.56e-0325
GO:0071103SkinAKDNA conformation change47/1910290/187239.43e-047.61e-0347
GO:000705115SkincSCCspindle organization96/4864184/187232.59e-141.77e-1296
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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
CHD3SNVMissense_Mutationc.2045N>Ap.Arg682Hisp.R682HQ12873protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHD3SNVMissense_Mutationrs374465330c.5986N>Ap.Ala1996Thrp.A1996TQ12873protein_codingtolerated_low_confidence(0.09)benign(0)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CHD3SNVMissense_Mutationc.1012G>Cp.Asp338Hisp.D338HQ12873protein_codingdeleterious_low_confidence(0.01)benign(0.443)TCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CHD3SNVMissense_Mutationc.2299N>Ap.Asp767Asnp.D767NQ12873protein_codingtolerated(0.06)benign(0.111)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHD3SNVMissense_Mutationc.2461N>Ap.Glu821Lysp.E821KQ12873protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CHD3SNVMissense_Mutationnovelc.1929N>Tp.Lys643Asnp.K643NQ12873protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CHD3SNVMissense_Mutationnovelc.90N>Cp.Glu30Aspp.E30DQ12873protein_codingdeleterious_low_confidence(0)possibly_damaging(0.483)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CHD3SNVMissense_Mutationrs765531902c.809N>Tp.Ala270Valp.A270VQ12873protein_codingdeleterious_low_confidence(0.03)probably_damaging(0.986)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
CHD3SNVMissense_Mutationnovelc.3739G>Ap.Ala1247Thrp.A1247TQ12873protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CHD3SNVMissense_Mutationrs551155540c.1396N>Cp.Asp466Hisp.D466HQ12873protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-BH-A1FC-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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