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: CDCA7L

Gene summary for CDCA7L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDCA7L

Gene ID

55536

Gene namecell division cycle associated 7 like
Gene AliasJPO2
Cytomap7p15.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96GN5


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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
55536CDCA7LLZE2THumanEsophagusESCC3.88e-033.51e-010.082
55536CDCA7LLZE4THumanEsophagusESCC5.79e-091.97e-010.0811
55536CDCA7LLZE5THumanEsophagusESCC1.57e-021.87e-010.0514
55536CDCA7LLZE7THumanEsophagusESCC6.70e-043.66e-010.0667
55536CDCA7LLZE8THumanEsophagusESCC2.60e-051.47e-010.067
55536CDCA7LLZE24THumanEsophagusESCC3.65e-123.45e-010.0596
55536CDCA7LLZE21THumanEsophagusESCC4.63e-043.65e-010.0655
55536CDCA7LLZE6THumanEsophagusESCC4.70e-073.04e-010.0845
55536CDCA7LP1T-EHumanEsophagusESCC4.64e-105.92e-010.0875
55536CDCA7LP2T-EHumanEsophagusESCC3.77e-377.50e-010.1177
55536CDCA7LP4T-EHumanEsophagusESCC1.64e-134.06e-010.1323
55536CDCA7LP5T-EHumanEsophagusESCC7.19e-184.18e-010.1327
55536CDCA7LP8T-EHumanEsophagusESCC4.66e-386.75e-010.0889
55536CDCA7LP9T-EHumanEsophagusESCC2.82e-123.77e-010.1131
55536CDCA7LP10T-EHumanEsophagusESCC3.76e-581.10e+000.116
55536CDCA7LP11T-EHumanEsophagusESCC8.22e-126.10e-010.1426
55536CDCA7LP12T-EHumanEsophagusESCC4.50e-295.68e-010.1122
55536CDCA7LP15T-EHumanEsophagusESCC6.53e-316.88e-010.1149
55536CDCA7LP16T-EHumanEsophagusESCC3.00e-425.72e-010.1153
55536CDCA7LP17T-EHumanEsophagusESCC2.68e-183.92e-010.1278
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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
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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
CDCA7LSNVMissense_Mutationc.622N>Ap.Gln208Lysp.Q208KQ96GN5protein_codingdeleterious(0.01)benign(0.095)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDCA7LSNVMissense_Mutationc.1216N>Ap.Cys406Serp.C406SQ96GN5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CDCA7LSNVMissense_Mutationc.818G>Ap.Arg273Glnp.R273QQ96GN5protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-E2-A14V-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CDCA7LdeletionFrame_Shift_Delnovelc.1075_1076delNNp.Lys359AspfsTer60p.K359Dfs*60Q96GN5protein_codingTCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
CDCA7LSNVMissense_Mutationc.866N>Tp.Ser289Leup.S289LQ96GN5protein_codingtolerated(0.08)probably_damaging(0.994)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDCA7LSNVMissense_Mutationrs749525504c.55G>Ap.Ala19Thrp.A19TQ96GN5protein_codingtolerated(0.1)possibly_damaging(0.683)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDCA7LSNVMissense_Mutationc.976N>Ap.Glu326Lysp.E326KQ96GN5protein_codingtolerated(0.09)benign(0.009)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CDCA7LSNVMissense_Mutationc.376G>Tp.Asp126Tyrp.D126YQ96GN5protein_codingdeleterious(0.03)benign(0.04)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDCA7LSNVMissense_Mutationrs770755131c.710N>Tp.Ser237Leup.S237LQ96GN5protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CDCA7LSNVMissense_Mutationrs770218756c.538N>Ap.Leu180Ilep.L180IQ96GN5protein_codingtolerated(0.13)benign(0.005)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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