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: DGAT1

Gene summary for DGAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DGAT1

Gene ID

8694

Gene namediacylglycerol O-acyltransferase 1
Gene AliasARAT
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

O75907


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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
8694DGAT1HTA11_2487_2000001011HumanColorectumSER5.35e-127.04e-01-0.1808
8694DGAT1HTA11_1938_2000001011HumanColorectumAD7.13e-041.79e-01-0.0811
8694DGAT1HTA11_78_2000001011HumanColorectumAD3.12e-022.72e-01-0.1088
8694DGAT1HTA11_347_2000001011HumanColorectumAD4.55e-133.92e-01-0.1954
8694DGAT1HTA11_411_2000001011HumanColorectumSER9.76e-059.20e-01-0.2602
8694DGAT1HTA11_2112_2000001011HumanColorectumSER2.82e-078.06e-01-0.2196
8694DGAT1HTA11_696_2000001011HumanColorectumAD1.29e-043.44e-01-0.1464
8694DGAT1HTA11_1391_2000001011HumanColorectumAD1.74e-033.40e-01-0.059
8694DGAT1HTA11_5216_2000001011HumanColorectumSER3.20e-023.95e-01-0.1462
8694DGAT1HTA11_99999971662_82457HumanColorectumMSS6.49e-073.99e-010.3859
8694DGAT1CRC-3-11773HumanColorectumCRC1.13e-115.77e-010.2564
8694DGAT1LZE20THumanEsophagusESCC3.74e-072.01e-010.0662
8694DGAT1LZE24THumanEsophagusESCC5.73e-041.95e-010.0596
8694DGAT1P1T-EHumanEsophagusESCC1.57e-031.89e-010.0875
8694DGAT1P2T-EHumanEsophagusESCC4.67e-111.11e-010.1177
8694DGAT1P4T-EHumanEsophagusESCC7.48e-071.39e-010.1323
8694DGAT1P5T-EHumanEsophagusESCC6.14e-121.42e-010.1327
8694DGAT1P8T-EHumanEsophagusESCC4.14e-054.24e-020.0889
8694DGAT1P9T-EHumanEsophagusESCC1.75e-091.70e-010.1131
8694DGAT1P10T-EHumanEsophagusESCC4.50e-065.20e-020.116
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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
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
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:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0033865ColorectumADnucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0033875ColorectumADribonucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034032ColorectumADpurine nucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034308ColorectumADprimary alcohol metabolic process35/3918102/187231.16e-031.05e-0235
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0045017ColorectumADglycerolipid biosynthetic process69/3918252/187238.33e-034.88e-0269
GO:00061631ColorectumSERpurine nucleotide metabolic process109/2897396/187234.26e-105.44e-08109
GO:00091501ColorectumSERpurine ribonucleotide metabolic process103/2897368/187234.69e-105.68e-08103
GO:00725211ColorectumSERpurine-containing compound metabolic process113/2897416/187234.80e-105.68e-08113
GO:00092591ColorectumSERribonucleotide metabolic process104/2897385/187233.27e-093.04e-07104
GO:00196931ColorectumSERribose phosphate metabolic process105/2897396/187238.15e-097.14e-07105
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00561ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa005612ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa005613ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
hsa005615LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa0056112LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa04975StomachGCFat digestion and absorption14/70843/84655.71e-068.30e-055.84e-0514
hsa005614StomachGCGlycerolipid metabolism12/70863/84655.36e-033.01e-022.12e-0212
hsa049751StomachGCFat digestion and absorption14/70843/84655.71e-068.30e-055.84e-0514
hsa0056111StomachGCGlycerolipid metabolism12/70863/84655.36e-033.01e-022.12e-0212
hsa049752StomachSIMFat digestion and absorption12/46543/84652.11e-063.05e-052.45e-0512
hsa0056121StomachSIMGlycerolipid metabolism9/46563/84657.07e-034.30e-023.45e-029
hsa049753StomachSIMFat digestion and absorption12/46543/84652.11e-063.05e-052.45e-0512
hsa0056131StomachSIMGlycerolipid metabolism9/46563/84657.07e-034.30e-023.45e-029
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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
DGAT1SNVMissense_Mutationrs573410614c.1232N>Tp.Ser411Leup.S411LO75907protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DGAT1insertionNonsense_Mutationnovelc.1111_1112insGTACCTGGTGAGCGTCCCTCTGCGAATGTTCCGp.Thr371delinsSerThrTrpTerAlaSerLeuCysGluCysSerAlap.T371delinsSTW*ASLCECSAO75907protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
DGAT1deletionIn_Frame_Delc.1000_1005delNNNNNNp.Trp334_Leu335delp.W334_L335delO75907protein_codingTCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DGAT1deletionFrame_Shift_Delnovelc.1420delNp.His474ThrfsTer240p.H474Tfs*240O75907protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DGAT1SNVMissense_Mutationrs573410614c.1232N>Tp.Ser411Leup.S411LO75907protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DGAT1SNVMissense_Mutationc.593N>Cp.Leu198Prop.L198PO75907protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DGAT1SNVMissense_Mutationnovelc.965N>Ap.Arg322Hisp.R322HO75907protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DGAT1SNVMissense_Mutationrs782726552c.1427A>Gp.Tyr476Cysp.Y476CO75907protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DGAT1SNVMissense_Mutationc.803N>Ap.Pro268Hisp.P268HO75907protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
DGAT1SNVMissense_Mutationc.589N>Ap.Ala197Thrp.A197TO75907protein_codingtolerated(0.16)possibly_damaging(0.883)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=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
8694DGAT1ENZYME, DRUGGABLE GENOMEPyrazolo[1,5-a]pyrimidine derivative 29
8694DGAT1ENZYME, DRUGGABLE GENOMEinhibitor223366160PF-04620110
8694DGAT1ENZYME, DRUGGABLE GENOMEPMID25470667-Compound-Figure4-1A
8694DGAT1ENZYME, DRUGGABLE GENOMEPyridine-amide derivative 1
8694DGAT1ENZYME, DRUGGABLE GENOMEPyrazolo[1,5-a]pyrimidine derivative 28
8694DGAT1ENZYME, DRUGGABLE GENOMELactam derivative 2
8694DGAT1ENZYME, DRUGGABLE GENOMEHesperetinHESPERETIN
8694DGAT1ENZYME, DRUGGABLE GENOMELCQ908
8694DGAT1ENZYME, DRUGGABLE GENOMELactam derivative 1
8694DGAT1ENZYME, DRUGGABLE GENOMEamidepsines
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