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: CDCA7

Gene summary for CDCA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDCA7

Gene ID

83879

Gene namecell division cycle associated 7
Gene AliasICF3
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BWT1


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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
83879CDCA7HTA11_866_2000001011HumanColorectumAD2.45e-04-2.34e-01-0.1001
83879CDCA7HTA11_866_3004761011HumanColorectumAD1.06e-023.85e-010.096
83879CDCA7HTA11_6801_2000001011HumanColorectumSER1.27e-026.75e-010.0171
83879CDCA7HTA11_99999970781_79442HumanColorectumMSS9.06e-158.11e-010.294
83879CDCA7HTA11_99999965104_69814HumanColorectumMSS6.65e-139.29e-010.281
83879CDCA7HTA11_99999971662_82457HumanColorectumMSS2.43e-138.14e-010.3859
83879CDCA7F007HumanColorectumFAP4.53e-02-2.10e-010.1176
83879CDCA7A015-C-203HumanColorectumFAP3.77e-12-1.83e-01-0.1294
83879CDCA7A002-C-201HumanColorectumFAP2.60e-08-2.88e-010.0324
83879CDCA7A001-C-108HumanColorectumFAP2.13e-07-1.77e-02-0.0272
83879CDCA7A002-C-205HumanColorectumFAP3.14e-06-1.38e-01-0.1236
83879CDCA7A015-C-006HumanColorectumFAP1.19e-03-6.92e-02-0.0994
83879CDCA7A002-C-114HumanColorectumFAP5.62e-07-2.57e-01-0.1561
83879CDCA7A015-C-104HumanColorectumFAP3.15e-14-1.35e-01-0.1899
83879CDCA7A001-C-014HumanColorectumFAP1.59e-08-1.70e-010.0135
83879CDCA7A002-C-016HumanColorectumFAP7.04e-11-2.60e-010.0521
83879CDCA7A015-C-002HumanColorectumFAP3.78e-02-3.31e-02-0.0763
83879CDCA7A001-C-203HumanColorectumFAP3.24e-05-1.10e-01-0.0481
83879CDCA7A002-C-116HumanColorectumFAP4.01e-15-2.64e-01-0.0452
83879CDCA7A014-C-008HumanColorectumFAP3.08e-04-1.81e-01-0.191
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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
∗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
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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
CDCA7SNVMissense_Mutationrs771816691c.304N>Ap.Glu102Lysp.E102KQ9BWT1protein_codingtolerated(0.11)possibly_damaging(0.864)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDCA7SNVMissense_Mutationc.226G>Tp.Gly76Cysp.G76CQ9BWT1protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDCA7SNVMissense_Mutationc.988N>Ap.Glu330Lysp.E330KQ9BWT1protein_codingtolerated(0.05)benign(0.005)TCGA-B6-A0IN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CDCA7SNVMissense_Mutationc.631N>Tp.Leu211Phep.L211FQ9BWT1protein_codingdeleterious(0)probably_damaging(0.992)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CDCA7insertionNonsense_Mutationnovelc.821_822insATAGTCAATTTTGGAATAACTTTATGACCCCAAAAAATGAp.Met275Terp.M275*Q9BWT1protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
CDCA7SNVMissense_Mutationrs771816691c.304G>Ap.Glu102Lysp.E102KQ9BWT1protein_codingtolerated(0.11)possibly_damaging(0.864)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CDCA7SNVMissense_Mutationc.1075N>Gp.Thr359Alap.T359AQ9BWT1protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CDCA7SNVMissense_Mutationc.226G>Tp.Gly76Cysp.G76CQ9BWT1protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AA-A024-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDCA7SNVMissense_Mutationrs145479884c.760C>Tp.Arg254Trpp.R254WQ9BWT1protein_codingdeleterious(0.05)benign(0.429)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDCA7SNVMissense_Mutationrs534928780c.722N>Ap.Arg241Hisp.R241HQ9BWT1protein_codingtolerated(0.1)probably_damaging(0.967)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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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