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: ACAT2

Gene summary for ACAT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACAT2

Gene ID

39

Gene nameacetyl-CoA acetyltransferase 2
Gene AliasACAT2
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9BWD1


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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
39ACAT2GSM4909296HumanBreastIDC7.71e-04-1.42e-010.1524
39ACAT2GSM4909297HumanBreastIDC1.31e-08-1.23e-010.1517
39ACAT2GSM4909301HumanBreastIDC1.15e-03-1.32e-010.1577
39ACAT2GSM4909311HumanBreastIDC3.26e-13-1.99e-010.1534
39ACAT2GSM4909312HumanBreastIDC2.89e-05-1.09e-010.1552
39ACAT2GSM4909315HumanBreastIDC3.04e-13-2.06e-010.21
39ACAT2GSM4909319HumanBreastIDC4.53e-16-1.55e-010.1563
39ACAT2GSM4909321HumanBreastIDC4.71e-07-1.66e-010.1559
39ACAT2brca1HumanBreastPrecancer1.41e-084.81e-01-0.0338
39ACAT2brca2HumanBreastPrecancer4.81e-144.77e-01-0.024
39ACAT2M2HumanBreastIDC1.09e-107.23e-010.21
39ACAT2NCCBC3HumanBreastDCIS7.21e-03-1.11e-010.1198
39ACAT2P1HumanBreastIDC2.16e-03-1.14e-010.1527
39ACAT2P2HumanBreastIDC3.62e-105.31e-010.21
39ACAT2DCIS2HumanBreastDCIS1.23e-26-1.59e-030.0085
39ACAT2LZE4THumanEsophagusESCC5.60e-084.10e-010.0811
39ACAT2LZE7THumanEsophagusESCC5.97e-049.84e-010.0667
39ACAT2LZE20THumanEsophagusESCC2.55e-04-6.69e-020.0662
39ACAT2LZE24THumanEsophagusESCC1.89e-092.93e-010.0596
39ACAT2LZE6THumanEsophagusESCC3.94e-094.04e-010.0845
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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
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:00193958EsophagusESCCfatty acid oxidation69/8552103/187239.95e-069.44e-0569
GO:00344407EsophagusESCClipid oxidation71/8552108/187232.00e-051.74e-0471
GO:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00066358EsophagusESCCfatty acid beta-oxidation50/855274/187231.16e-048.04e-0450
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:001939512LiverCirrhoticfatty acid oxidation53/4634103/187234.73e-091.88e-0753
GO:003444011LiverCirrhoticlipid oxidation53/4634108/187233.85e-081.27e-0653
GO:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
GO:000906211LiverCirrhoticfatty acid catabolic process48/4634100/187233.87e-079.13e-0648
GO:000663512LiverCirrhoticfatty acid beta-oxidation38/463474/187237.41e-071.57e-0538
GO:004424212LiverCirrhoticcellular lipid catabolic process82/4634214/187236.91e-061.08e-0482
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120012BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa0120013BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0062023EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa006306EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0028014EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0062033EsophagusESCCPyruvate metabolism32/420547/84658.11e-031.94e-029.94e-0332
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0063013EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0120021LiverCirrhoticCarbon metabolism64/2530115/84656.37e-091.18e-077.26e-0864
hsa0007121LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa006208LiverCirrhoticPyruvate metabolism29/253047/84655.90e-065.95e-053.67e-0529
hsa012122LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
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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
ACAT2insertionNonsense_Mutationnovelc.792_793insTGTATTTTTCCAGTACCAGAAACTCCCAATACCTCCTTGTGAAGCCCp.Lys265CysfsTer14p.K265Cfs*14Q9BWD1protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ACAT2insertionNonsense_Mutationnovelc.42_43insTCCCACTTCAGGCTTCCGAGTACCTGAGACTATAGGCATATACTAp.Ala14_Arg15insSerHisPheArgLeuProSerThrTerAspTyrArgHisIleLeup.A14_R15insSHFRLPST*DYRHILQ9BWD1protein_codingTCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ACAT2SNVMissense_Mutationc.63N>Ap.Phe21Leup.F21LQ9BWD1protein_codingtolerated(0.06)benign(0.006)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ACAT2SNVMissense_Mutationc.985N>Tp.Ala329Serp.A329SQ9BWD1protein_codingdeleterious(0.01)benign(0.125)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ACAT2SNVMissense_Mutationc.1087N>Ap.Leu363Ilep.L363IQ9BWD1protein_codingdeleterious(0.01)possibly_damaging(0.477)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ACAT2SNVMissense_Mutationrs774247391c.874N>Gp.Ile292Valp.I292VQ9BWD1protein_codingtolerated(0.33)benign(0.007)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ACAT2SNVMissense_Mutationnovelc.1181T>Cp.Val394Alap.V394AQ9BWD1protein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ACAT2SNVMissense_Mutationrs748574249c.838N>Gp.Ile280Valp.I280VQ9BWD1protein_codingtolerated(0.07)benign(0.033)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACAT2SNVMissense_Mutationc.655G>Cp.Asp219Hisp.D219HQ9BWD1protein_codingdeleterious(0)probably_damaging(1)TCGA-CI-6619-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
ACAT2insertionFrame_Shift_Insnovelc.890_891insGp.Ile298AsnfsTer19p.I298Nfs*19Q9BWD1protein_codingTCGA-AA-3821-01Colorectumcolon 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
39ACAT2ENZYMEinhibitor381118860
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