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: CDT1

Gene summary for CDT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDT1

Gene ID

81620

Gene namechromatin licensing and DNA replication factor 1
Gene AliasDUP
Cytomap16q24.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9H211


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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
81620CDT1P1T-EHumanEsophagusESCC9.99e-033.60e-010.0875
81620CDT1P2T-EHumanEsophagusESCC3.24e-196.20e-010.1177
81620CDT1P4T-EHumanEsophagusESCC1.83e-165.22e-010.1323
81620CDT1P5T-EHumanEsophagusESCC1.73e-357.31e-010.1327
81620CDT1P8T-EHumanEsophagusESCC1.21e-205.12e-010.0889
81620CDT1P10T-EHumanEsophagusESCC2.57e-029.82e-020.116
81620CDT1P12T-EHumanEsophagusESCC7.00e-031.58e-010.1122
81620CDT1P15T-EHumanEsophagusESCC7.75e-124.68e-010.1149
81620CDT1P16T-EHumanEsophagusESCC3.39e-052.49e-010.1153
81620CDT1P17T-EHumanEsophagusESCC1.39e-076.93e-010.1278
81620CDT1P21T-EHumanEsophagusESCC5.55e-072.02e-010.1617
81620CDT1P22T-EHumanEsophagusESCC2.80e-072.81e-010.1236
81620CDT1P23T-EHumanEsophagusESCC1.00e-074.10e-010.108
81620CDT1P24T-EHumanEsophagusESCC4.01e-185.36e-010.1287
81620CDT1P26T-EHumanEsophagusESCC1.60e-104.31e-010.1276
81620CDT1P27T-EHumanEsophagusESCC3.93e-061.94e-010.1055
81620CDT1P28T-EHumanEsophagusESCC3.86e-184.65e-010.1149
81620CDT1P31T-EHumanEsophagusESCC1.41e-308.94e-010.1251
81620CDT1P32T-EHumanEsophagusESCC1.94e-214.73e-010.1666
81620CDT1P37T-EHumanEsophagusESCC2.77e-073.34e-010.1371
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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
∗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:00447842EsophagusESCCmetaphase/anaphase transition of cell cycle50/855265/187232.67e-073.97e-0650
GO:004593116EsophagusESCCpositive regulation of mitotic cell cycle83/8552121/187232.78e-074.08e-0683
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:19058182EsophagusESCCregulation of chromosome separation54/855272/187233.85e-075.32e-0654
GO:19020992EsophagusESCCregulation of metaphase/anaphase transition of cell cycle48/855263/187237.67e-079.95e-0648
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:19019896EsophagusESCCpositive regulation of cell cycle phase transition77/8552115/187233.20e-063.58e-0577
GO:190199113EsophagusESCCnegative regulation of mitotic cell cycle phase transition112/8552179/187233.69e-064.03e-05112
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:20012513EsophagusESCCnegative regulation of chromosome organization60/855286/187235.20e-065.45e-0560
GO:00513831EsophagusESCCkinetochore organization21/855223/187235.69e-065.90e-0521
GO:00086081EsophagusESCCattachment of spindle microtubules to kinetochore29/855235/187236.61e-066.75e-0529
GO:00513151EsophagusESCCattachment of mitotic spindle microtubules to kinetochore15/855215/187237.81e-067.69e-0515
GO:00458393EsophagusESCCnegative regulation of mitotic nuclear division37/855248/187238.99e-068.65e-0537
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:00513042EsophagusESCCchromosome separation64/855296/187232.61e-052.20e-0464
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
CDT1SNVMissense_Mutationc.545C>Ap.Pro182Glnp.P182QQ9H211protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDT1SNVMissense_Mutationnovelc.1018G>Tp.Val340Leup.V340LQ9H211protein_codingdeleterious(0)probably_damaging(0.977)TCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDT1SNVMissense_Mutationnovelc.468G>Tp.Glu156Aspp.E156DQ9H211protein_codingtolerated(0.13)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDT1SNVMissense_Mutationnovelc.466N>Ap.Glu156Lysp.E156KQ9H211protein_codingtolerated(0.35)benign(0.007)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CDT1SNVMissense_Mutationnovelc.466G>Ap.Glu156Lysp.E156KQ9H211protein_codingtolerated(0.35)benign(0.007)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CDT1SNVMissense_Mutationnovelc.641C>Ap.Pro214Hisp.P214HQ9H211protein_codingdeleterious(0)possibly_damaging(0.882)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CDT1SNVMissense_Mutationc.1621C>Tp.Arg541Cysp.R541CQ9H211protein_codingdeleterious(0.02)possibly_damaging(0.676)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CDT1SNVMissense_Mutationnovelc.310N>Ap.Ala104Thrp.A104TQ9H211protein_codingtolerated(0.32)benign(0.039)TCGA-AP-A0LS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDT1SNVMissense_Mutationnovelc.1118C>Tp.Pro373Leup.P373LQ9H211protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CDT1SNVMissense_Mutationnovelc.1065G>Tp.Glu355Aspp.E355DQ9H211protein_codingtolerated(0.47)benign(0.07)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid 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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