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: ACAT1

Gene summary for ACAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACAT1

Gene ID

38

Gene nameacetyl-CoA acetyltransferase 1
Gene AliasACAT
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

A0A140VJX1


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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
38ACAT1HTA11_347_2000001011HumanColorectumAD1.14e-226.95e-01-0.1954
38ACAT1HTA11_83_2000001011HumanColorectumSER2.44e-034.90e-01-0.1526
38ACAT1HTA11_5212_2000001011HumanColorectumAD6.17e-077.38e-01-0.2061
38ACAT1HTA11_6801_2000001011HumanColorectumSER4.25e-047.47e-010.0171
38ACAT1HTA11_7469_2000001011HumanColorectumAD1.26e-027.21e-01-0.0124
38ACAT1HTA11_99999970781_79442HumanColorectumMSS3.93e-044.42e-010.294
38ACAT1A015-C-203HumanColorectumFAP4.30e-03-9.87e-02-0.1294
38ACAT1A002-C-205HumanColorectumFAP6.13e-04-1.85e-01-0.1236
38ACAT1A015-C-104HumanColorectumFAP6.48e-03-8.87e-02-0.1899
38ACAT1A002-C-116HumanColorectumFAP4.24e-04-1.26e-01-0.0452
38ACAT1F034HumanColorectumFAP1.44e-02-1.10e-01-0.0665
38ACAT1F072BHumanColorectumFAP2.21e-02-1.55e-010.257
38ACAT1CRC-1-8810HumanColorectumCRC2.07e-02-1.36e-010.6257
38ACAT1LZE3DHumanEsophagusHGIN1.55e-025.31e-010.0668
38ACAT1LZE4THumanEsophagusESCC2.13e-031.61e-010.0811
38ACAT1LZE8THumanEsophagusESCC4.12e-064.26e-020.067
38ACAT1LZE20THumanEsophagusESCC5.14e-031.75e-020.0662
38ACAT1LZE24THumanEsophagusESCC4.55e-102.97e-010.0596
38ACAT1P2T-EHumanEsophagusESCC2.89e-131.57e-010.1177
38ACAT1P4T-EHumanEsophagusESCC1.70e-186.99e-010.1323
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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
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
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
∗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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0009152ColorectumADpurine ribonucleotide biosynthetic process64/3918169/187233.09e-071.22e-0564
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0009260ColorectumADribonucleotide biosynthetic process66/3918182/187231.25e-064.02e-0566
GO:0046390ColorectumADribose phosphate biosynthetic process67/3918190/187233.21e-069.05e-0567
GO:0006635ColorectumADfatty acid beta-oxidation33/391874/187233.98e-061.09e-0433
GO:0009062ColorectumADfatty acid catabolic process41/3918100/187234.02e-061.09e-0441
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa00280ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa00630ColorectumADGlyoxylate and dicarboxylate metabolism14/209230/84657.25e-032.97e-021.89e-0214
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa006301ColorectumADGlyoxylate and dicarboxylate metabolism14/209230/84657.25e-032.97e-021.89e-0214
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa006203ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa006204ColorectumMSSPyruvate metabolism24/187547/84651.25e-051.35e-048.27e-0524
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
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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
ACAT1SNVMissense_Mutationnovelc.906G>Tp.Lys302Asnp.K302NP24752protein_codingtolerated(0.12)benign(0.005)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
ACAT1SNVMissense_Mutationc.1130N>Cp.Asn377Thrp.N377TP24752protein_codingtolerated(0.07)possibly_damaging(0.732)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
ACAT1SNVMissense_Mutationc.104C>Tp.Ser35Leup.S35LP24752protein_codingtolerated(0.11)benign(0.007)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ACAT1insertionFrame_Shift_Insnovelc.636_637insTGCAGCCTCCGCCTCCTGGp.Ala213CysfsTer11p.A213Cfs*11P24752protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACAT1SNVMissense_Mutationc.1069N>Tp.Ser357Cysp.S357CP24752protein_codingdeleterious(0)probably_damaging(0.998)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACAT1SNVMissense_Mutationnovelc.526N>Cp.Glu176Glnp.E176QP24752protein_codingtolerated(0.52)benign(0.029)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ACAT1SNVMissense_Mutationnovelc.1250N>Ap.Gly417Glup.G417EP24752protein_codingdeleterious(0)probably_damaging(1)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
ACAT1SNVMissense_Mutationrs777462355c.1247N>Ap.Gly416Glup.G416EP24752protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACAT1SNVMissense_Mutationrs768448235c.1142N>Cp.Val381Alap.V381AP24752protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ACAT1SNVMissense_Mutationrs370720208c.623N>Ap.Arg208Glnp.R208QP24752protein_codingdeleterious(0)probably_damaging(0.991)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
38ACAT1ENZYMESULFASALAZINESULFASALAZINE
38ACAT1ENZYMEPMID25470667-Compound-K-604
38ACAT1ENZYMEATR-01
38ACAT1ENZYMEinhibitor381118860
38ACAT1ENZYMESULFASALAZINESULFASALAZINE
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