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: CPT1A

Gene summary for CPT1A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPT1A

Gene ID

1374

Gene namecarnitine palmitoyltransferase 1A
Gene AliasCPT1
Cytomap11q13.3
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

P50416


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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
1374CPT1AHTA11_3410_2000001011HumanColorectumAD4.48e-05-2.95e-010.0155
1374CPT1AHTA11_347_2000001011HumanColorectumAD7.05e-371.23e+00-0.1954
1374CPT1AHTA11_83_2000001011HumanColorectumSER6.79e-045.63e-01-0.1526
1374CPT1AHTA11_5212_2000001011HumanColorectumAD5.29e-036.30e-01-0.2061
1374CPT1AHTA11_99999970781_79442HumanColorectumMSS7.27e-04-2.96e-010.294
1374CPT1AHTA11_99999974143_84620HumanColorectumMSS1.25e-15-4.29e-010.3005
1374CPT1AF007HumanColorectumFAP1.90e-08-5.04e-010.1176
1374CPT1AA002-C-010HumanColorectumFAP2.21e-15-4.96e-010.242
1374CPT1AA001-C-207HumanColorectumFAP2.59e-14-6.02e-010.1278
1374CPT1AA015-C-203HumanColorectumFAP9.80e-36-5.12e-01-0.1294
1374CPT1AA015-C-204HumanColorectumFAP3.17e-07-2.72e-01-0.0228
1374CPT1AA014-C-040HumanColorectumFAP1.84e-08-5.86e-01-0.1184
1374CPT1AA002-C-201HumanColorectumFAP3.61e-20-5.05e-010.0324
1374CPT1AA002-C-203HumanColorectumFAP3.83e-15-4.45e-010.2786
1374CPT1AA001-C-119HumanColorectumFAP3.77e-07-4.66e-01-0.1557
1374CPT1AA001-C-108HumanColorectumFAP2.66e-24-5.04e-01-0.0272
1374CPT1AA002-C-021HumanColorectumFAP6.73e-05-2.87e-010.1171
1374CPT1AA002-C-205HumanColorectumFAP7.21e-30-5.82e-01-0.1236
1374CPT1AA001-C-104HumanColorectumFAP1.72e-08-2.77e-010.0184
1374CPT1AA015-C-005HumanColorectumFAP8.57e-12-4.51e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:1990542ColorectumADmitochondrial transmembrane transport47/3918102/187231.09e-086.52e-0747
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006635ColorectumADfatty acid beta-oxidation33/391874/187233.98e-061.09e-0433
GO:0009062ColorectumADfatty acid catabolic process41/3918100/187234.02e-061.09e-0441
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0019318ColorectumADhexose metabolic process77/3918237/187231.96e-054.01e-0477
GO:0019395ColorectumADfatty acid oxidation40/3918103/187232.43e-054.69e-0440
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0097421ColorectumADliver regeneration18/391835/187236.33e-051.05e-0318
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0005996ColorectumADmonosaccharide metabolic process80/3918257/187237.31e-051.17e-0380
GO:0072329ColorectumADmonocarboxylic acid catabolic process44/3918122/187238.05e-051.28e-0344
GO:0034440ColorectumADlipid oxidation40/3918108/187238.52e-051.32e-0340
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa04922ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa049221ColorectumADGlucagon signaling pathway41/2092107/84651.18e-037.75e-034.94e-0341
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa047142ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa049222ColorectumSERGlucagon signaling pathway38/1580107/84652.57e-053.28e-042.38e-0438
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa047143ColorectumSERThermogenesis106/1580232/84651.15e-216.34e-204.61e-20106
hsa049223ColorectumSERGlucagon signaling pathway38/1580107/84652.57e-053.28e-042.38e-0438
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa049224ColorectumMSSGlucagon signaling pathway39/1875107/84655.00e-043.45e-032.11e-0339
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa000714ColorectumMSSFatty acid degradation17/187543/84657.50e-032.86e-021.75e-0217
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
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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
CPT1ASNVMissense_Mutationc.1450N>Gp.Leu484Valp.L484VP50416protein_codingtolerated(0.11)benign(0.262)TCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
CPT1ASNVMissense_Mutationc.575N>Gp.Pro192Argp.P192RP50416protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPT1ASNVMissense_Mutationnovelc.1772N>Gp.Ala591Glyp.A591GP50416protein_codingdeleterious(0)possibly_damaging(0.7)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CPT1ASNVMissense_Mutationc.1144N>Tp.Ala382Serp.A382SP50416protein_codingdeleterious(0.05)probably_damaging(0.986)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
CPT1ASNVMissense_Mutationc.1126N>Tp.Gly376Trpp.G376WP50416protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
CPT1ASNVMissense_Mutationrs752187315c.281C>Tp.Ala94Valp.A94VP50416protein_codingtolerated(0.51)benign(0.03)TCGA-BH-A18N-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPT1ASNVMissense_Mutationnovelc.677N>Cp.Trp226Serp.W226SP50416protein_codingdeleterious(0.02)possibly_damaging(0.906)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CPT1AinsertionIn_Frame_Insnovelc.226_227insTCCp.Lys76delinsIleGlnp.K76delinsIQP50416protein_codingTCGA-AC-A2BM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CPT1AinsertionFrame_Shift_Insnovelc.224_225insTCCCTCCCTGACTGCCTGGTGTCCTTCTCCTGTGGCTp.Lys76ProfsTer76p.K76Pfs*76P50416protein_codingTCGA-AC-A2BM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CPT1ASNVMissense_Mutationrs561244283c.524N>Tp.Pro175Leup.P175LP50416protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
1374CPT1ADRUGGABLE GENOME, ENZYMEPERHEXILINEPERHEXILINE
1374CPT1ADRUGGABLE GENOME, ENZYMEPERHEXILINEPERHEXILINE
1374CPT1ADRUGGABLE GENOME, ENZYMEPROPIONYL-L-CARNITINE
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