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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:005131011EsophagusESCCmetaphase plate congression58/855265/187231.81e-138.63e-1258
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:000708011EsophagusESCCmitotic metaphase plate congression47/855250/187233.15e-131.47e-1147
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:005130311EsophagusESCCestablishment of chromosome localization67/855280/187231.92e-128.09e-1167
GO:005000011EsophagusESCCchromosome localization68/855282/187233.37e-121.32e-1068
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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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