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: CHPT1

Gene summary for CHPT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHPT1

Gene ID

56994

Gene namecholine phosphotransferase 1
Gene AliasCPT
Cytomap12q23.2
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q8WUD6


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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
56994CHPT1GSM4909282HumanBreastIDC3.44e-114.08e-01-0.0288
56994CHPT1GSM4909285HumanBreastIDC1.34e-04-2.58e-010.21
56994CHPT1GSM4909290HumanBreastIDC1.40e-08-4.18e-010.2096
56994CHPT1GSM4909291HumanBreastIDC1.05e-14-5.27e-010.1753
56994CHPT1GSM4909292HumanBreastIDC8.14e-04-5.63e-010.1236
56994CHPT1GSM4909293HumanBreastIDC8.71e-205.62e-010.1581
56994CHPT1GSM4909294HumanBreastIDC1.43e-08-4.04e-010.2022
56994CHPT1GSM4909296HumanBreastIDC1.24e-06-3.69e-010.1524
56994CHPT1GSM4909297HumanBreastIDC1.60e-12-4.00e-010.1517
56994CHPT1GSM4909301HumanBreastIDC6.15e-10-3.92e-010.1577
56994CHPT1GSM4909304HumanBreastIDC1.53e-356.68e-010.1636
56994CHPT1GSM4909307HumanBreastIDC2.37e-07-4.21e-010.1569
56994CHPT1GSM4909308HumanBreastIDC2.98e-11-4.16e-010.158
56994CHPT1GSM4909309HumanBreastIDC1.18e-03-2.70e-010.0483
56994CHPT1GSM4909311HumanBreastIDC2.93e-24-4.29e-010.1534
56994CHPT1GSM4909312HumanBreastIDC2.23e-07-3.50e-010.1552
56994CHPT1GSM4909315HumanBreastIDC1.36e-20-5.34e-010.21
56994CHPT1GSM4909316HumanBreastIDC2.71e-08-5.41e-010.21
56994CHPT1GSM4909317HumanBreastIDC1.15e-11-4.36e-010.1355
56994CHPT1GSM4909319HumanBreastIDC2.69e-29-4.56e-010.1563
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00015587BreastPrecancerregulation of cell growth39/1080414/187231.81e-031.78e-0239
GO:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:001604923BreastDCIScell growth54/1390482/187231.60e-031.59e-0254
GO:000155822BreastDCISregulation of cell growth47/1390414/187232.39e-032.16e-0247
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0018904ColorectumADether metabolic process14/391827/187233.72e-044.29e-0314
GO:0006662ColorectumADglycerol ether metabolic process12/391822/187235.38e-045.74e-0312
GO:0046485ColorectumADether lipid metabolic process10/391820/187233.67e-032.60e-0210
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0045017ColorectumADglycerolipid biosynthetic process69/3918252/187238.33e-034.88e-0269
GO:00015581ColorectumSERregulation of cell growth90/2897414/187234.00e-046.02e-0390
GO:00160491ColorectumSERcell growth100/2897482/187231.07e-031.24e-02100
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00066621ColorectumSERglycerol ether metabolic process9/289722/187233.66e-033.06e-029
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00450171ColorectumSERglycerolipid biosynthetic process55/2897252/187234.47e-033.56e-0255
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05231ColorectumMSSCholine metabolism in cancer34/187598/84652.90e-031.39e-028.50e-0334
hsa052311ColorectumMSSCholine metabolism in cancer34/187598/84652.90e-031.39e-028.50e-0334
hsa052319EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
hsa0523114EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
hsa052316LiverHCCCholine metabolism in cancer57/402098/84652.14e-024.90e-022.72e-0257
hsa0523111LiverHCCCholine metabolism in cancer57/402098/84652.14e-024.90e-022.72e-0257
hsa0523121LungAISCholine metabolism in cancer23/96198/84654.87e-044.39e-032.81e-0323
hsa0523131LungAISCholine metabolism in cancer23/96198/84654.87e-044.39e-032.81e-0323
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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
CHPT1SNVMissense_Mutationc.874N>Cp.Lys292Glnp.K292QQ8WUD6protein_codingtolerated(0.23)benign(0.058)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
CHPT1SNVMissense_Mutationc.677N>Gp.Ile226Serp.I226SQ8WUD6protein_codingtolerated(0.13)benign(0.017)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CHPT1SNVMissense_Mutationc.1000C>Gp.Leu334Valp.L334VQ8WUD6protein_codingdeleterious(0.01)possibly_damaging(0.844)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CHPT1SNVMissense_Mutationc.356G>Ap.Arg119Lysp.R119KQ8WUD6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MA-AA3W-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CHPT1SNVMissense_Mutationnovelc.1040N>Gp.Glu347Glyp.E347GQ8WUD6protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CHPT1SNVMissense_Mutationnovelc.1165N>Ap.Ala389Thrp.A389TQ8WUD6protein_codingtolerated(0.13)benign(0.035)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHPT1SNVMissense_Mutationnovelc.956N>Gp.Lys319Argp.K319RQ8WUD6protein_codingtolerated(0.15)possibly_damaging(0.523)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CHPT1insertionFrame_Shift_Insrs781571380c.485dupTp.Cys163LeufsTer31p.C163Lfs*31Q8WUD6protein_codingTCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHPT1SNVMissense_Mutationnovelc.908G>Ap.Cys303Tyrp.C303YQ8WUD6protein_codingdeleterious(0.02)benign(0.065)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CHPT1SNVMissense_Mutationnovelc.389N>Ap.Leu130Hisp.L130HQ8WUD6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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
56994CHPT1NAlamivudineLAMIVUDINE
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