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: TCP1

Gene summary for TCP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCP1

Gene ID

6950

Gene namet-complex 1
Gene AliasCCT-alpha
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

E7EQR6


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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
6950TCP1GSM4909277HumanBreastPrecancer4.84e-065.52e-010.0177
6950TCP1GSM4909285HumanBreastIDC7.02e-093.16e-010.21
6950TCP1GSM4909286HumanBreastIDC1.72e-039.92e-030.1081
6950TCP1GSM4909293HumanBreastIDC2.28e-02-1.72e-010.1581
6950TCP1GSM4909296HumanBreastIDC3.13e-19-5.37e-010.1524
6950TCP1GSM4909297HumanBreastIDC1.43e-17-4.55e-010.1517
6950TCP1GSM4909298HumanBreastIDC6.92e-05-2.70e-010.1551
6950TCP1GSM4909301HumanBreastIDC6.07e-11-4.10e-010.1577
6950TCP1GSM4909302HumanBreastIDC3.62e-15-5.13e-010.1545
6950TCP1GSM4909304HumanBreastIDC4.33e-05-3.20e-010.1636
6950TCP1GSM4909307HumanBreastIDC4.02e-09-4.13e-010.1569
6950TCP1GSM4909309HumanBreastIDC3.59e-12-5.17e-010.0483
6950TCP1GSM4909311HumanBreastIDC3.18e-34-5.70e-010.1534
6950TCP1GSM4909312HumanBreastIDC3.93e-09-2.61e-010.1552
6950TCP1GSM4909313HumanBreastIDC2.15e-04-3.56e-010.0391
6950TCP1GSM4909315HumanBreastIDC5.62e-05-3.45e-010.21
6950TCP1GSM4909319HumanBreastIDC8.32e-37-6.19e-010.1563
6950TCP1GSM4909320HumanBreastIDC2.06e-10-5.51e-010.1575
6950TCP1GSM4909321HumanBreastIDC1.92e-14-3.25e-010.1559
6950TCP1brca1HumanBreastPrecancer5.45e-033.08e-01-0.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
GO:19001806StomachCAGregulation of protein localization to nucleus13/552136/187231.95e-044.23e-0313
GO:190382911StomachCAGpositive regulation of cellular protein localization20/552276/187232.13e-044.36e-0320
GO:005197231StomachCAGregulation of telomerase activity7/55247/187234.21e-047.49e-037
GO:001083321StomachCAGtelomere maintenance via telomere lengthening9/55281/187236.24e-041.02e-029
GO:000700421StomachCAGtelomere maintenance via telomerase8/55269/187239.34e-041.38e-028
GO:00345045StomachCAGprotein localization to nucleus19/552290/187231.04e-031.44e-0219
GO:19001825StomachCAGpositive regulation of protein localization to nucleus9/55287/187231.05e-031.45e-029
GO:00062784StomachCAGRNA-dependent DNA biosynthetic process8/55275/187231.62e-031.93e-028
GO:19048514StomachCAGpositive regulation of establishment of protein localization to telomere3/55210/187232.62e-032.71e-023
GO:00064036StomachCAGRNA localization14/552201/187232.62e-032.71e-0214
GO:007189721StomachCAGDNA biosynthetic process13/552180/187232.69e-032.77e-0213
GO:005197331StomachCAGpositive regulation of telomerase activity5/55234/187233.00e-033.00e-025
GO:200057321StomachCAGpositive regulation of DNA biosynthetic process7/55266/187233.23e-033.14e-027
GO:00702032StomachCAGregulation of establishment of protein localization to telomere3/55211/187233.52e-033.32e-023
GO:19048692StomachCAGregulation of protein localization to Cajal body3/55211/187233.52e-033.32e-023
GO:19048712StomachCAGpositive regulation of protein localization to Cajal body3/55211/187233.52e-033.32e-023
GO:00322066StomachCAGpositive regulation of telomere maintenance6/55252/187234.12e-033.75e-026
GO:190435831StomachCAGpositive regulation of telomere maintenance via telomere lengthening5/55237/187234.37e-033.92e-025
GO:007020231StomachCAGregulation of establishment of protein localization to chromosome3/55212/187234.60e-034.05e-023
GO:19034051StomachCAGprotein localization to nuclear body3/55212/187234.60e-034.05e-023
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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
TCP1SNVMissense_Mutationnovelc.1640N>Gp.Asp547Glyp.D547GP17987protein_codingtolerated_low_confidence(0.12)benign(0.007)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
TCP1deletionFrame_Shift_Delc.1430delNp.Asn477ThrfsTer7p.N477Tfs*7P17987protein_codingTCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
TCP1SNVMissense_Mutationnovelc.1555N>Cp.Glu519Glnp.E519QP17987protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
TCP1SNVMissense_Mutationnovelc.396N>Gp.Ile132Metp.I132MP17987protein_codingtolerated(0.2)possibly_damaging(0.706)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TCP1SNVMissense_Mutationc.1438N>Tp.Arg480Cysp.R480CP17987protein_codingdeleterious(0.02)possibly_damaging(0.579)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
TCP1SNVMissense_Mutationc.10N>Tp.Pro4Serp.P4SP17987protein_codingtolerated_low_confidence(0.17)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TCP1SNVMissense_Mutationnovelc.501N>Ap.Phe167Leup.F167LP17987protein_codingtolerated(0.26)benign(0.044)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TCP1SNVMissense_Mutationrs760874138c.1297N>Tp.Arg433Trpp.R433WP17987protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CA-5255-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TCP1SNVMissense_Mutationc.1064N>Tp.Arg355Ilep.R355IP17987protein_codingdeleterious(0.03)possibly_damaging(0.781)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TCP1SNVMissense_Mutationnovelc.944N>Gp.Asp315Glyp.D315GP17987protein_codingdeleterious(0)probably_damaging(0.929)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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