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: CCNT1

Gene summary for CCNT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNT1

Gene ID

904

Gene namecyclin T1
Gene AliasCCNT
Cytomap12q13.11-q13.12
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

O60563


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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
904CCNT1LZE4THumanEsophagusESCC2.28e-162.81e-010.0811
904CCNT1LZE7THumanEsophagusESCC6.00e-166.96e-010.0667
904CCNT1LZE8THumanEsophagusESCC1.83e-071.29e-010.067
904CCNT1LZE20THumanEsophagusESCC1.97e-033.87e-020.0662
904CCNT1LZE24THumanEsophagusESCC1.89e-133.07e-010.0596
904CCNT1P1T-EHumanEsophagusESCC2.80e-133.69e-010.0875
904CCNT1P2T-EHumanEsophagusESCC8.19e-396.20e-010.1177
904CCNT1P4T-EHumanEsophagusESCC1.89e-163.45e-010.1323
904CCNT1P5T-EHumanEsophagusESCC4.44e-081.24e-010.1327
904CCNT1P8T-EHumanEsophagusESCC6.61e-234.56e-010.0889
904CCNT1P9T-EHumanEsophagusESCC9.81e-152.59e-010.1131
904CCNT1P10T-EHumanEsophagusESCC1.08e-183.75e-010.116
904CCNT1P11T-EHumanEsophagusESCC3.59e-124.59e-010.1426
904CCNT1P12T-EHumanEsophagusESCC3.92e-153.36e-010.1122
904CCNT1P15T-EHumanEsophagusESCC6.32e-183.64e-010.1149
904CCNT1P16T-EHumanEsophagusESCC1.57e-285.20e-010.1153
904CCNT1P17T-EHumanEsophagusESCC2.23e-031.59e-010.1278
904CCNT1P20T-EHumanEsophagusESCC4.82e-233.63e-010.1124
904CCNT1P21T-EHumanEsophagusESCC1.33e-162.43e-010.1617
904CCNT1P22T-EHumanEsophagusESCC1.05e-243.98e-010.1236
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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
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
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:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:003278412EsophagusESCCregulation of DNA-templated transcription, elongation45/855253/187233.64e-097.61e-0845
GO:001908312EsophagusESCCviral transcription41/855250/187231.35e-072.17e-0641
GO:19040294EsophagusESCCregulation of cyclin-dependent protein kinase activity69/855298/187236.04e-077.91e-0669
GO:005068615EsophagusESCCnegative regulation of mRNA processing26/855229/187238.98e-071.15e-0526
GO:00000794EsophagusESCCregulation of cyclin-dependent protein serine/threonine kinase activity66/855294/187231.24e-061.53e-0566
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:003144013EsophagusESCCregulation of mRNA 3'-end processing25/855228/187231.77e-062.10e-0525
GO:00719029EsophagusESCCpositive regulation of protein serine/threonine kinase activity124/8552200/187232.27e-062.61e-05124
GO:003278613EsophagusESCCpositive regulation of DNA-templated transcription, elongation24/855227/187233.48e-063.84e-0524
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0325021ProstateTumorViral life cycle - HIV-125/179163/84656.13e-043.07e-031.91e-0325
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa032503ProstateTumorViral life cycle - HIV-125/179163/84656.13e-043.07e-031.91e-0325
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
CCNT1SNVMissense_Mutationnovelc.1700N>Gp.Ser567Cysp.S567CO60563protein_codingdeleterious(0.02)benign(0.43)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CCNT1SNVMissense_Mutationnovelc.355N>Tp.Pro119Serp.P119SO60563protein_codingtolerated(0.84)benign(0.268)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CCNT1SNVMissense_Mutationc.2027N>Tp.Thr676Ilep.T676IO60563protein_codingdeleterious_low_confidence(0.04)benign(0.03)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNT1SNVMissense_Mutationnovelc.761G>Ap.Arg254Hisp.R254HO60563protein_codingdeleterious(0.02)possibly_damaging(0.824)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCNT1SNVMissense_Mutationnovelc.929T>Cp.Val310Alap.V310AO60563protein_codingtolerated(0.53)benign(0.021)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCNT1SNVMissense_Mutationc.1261N>Ap.Ala421Thrp.A421TO60563protein_codingtolerated(0.1)benign(0.353)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CCNT1SNVMissense_Mutationc.2155N>Gp.Pro719Alap.P719AO60563protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CCNT1SNVMissense_Mutationnovelc.494N>Ap.Arg165Glnp.R165QO60563protein_codingdeleterious(0.04)benign(0.1)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CCNT1SNVMissense_Mutationnovelc.203N>Ap.Arg68Glnp.R68QO60563protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCNT1SNVMissense_Mutationc.935N>Gp.Ser312Cysp.S312CO60563protein_codingdeleterious(0.03)benign(0.04)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
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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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