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: ACSL3

Gene summary for ACSL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACSL3

Gene ID

2181

Gene nameacyl-CoA synthetase long chain family member 3
Gene AliasACS3
Cytomap2q36.1
Gene Typeprotein-coding
GO ID

GO:0001676

UniProtAcc

A0A024R497


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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
2181ACSL3CA_HPV_1HumanCervixCC1.52e-02-1.06e-020.0264
2181ACSL3CCI_2HumanCervixCC1.29e-031.12e+000.5249
2181ACSL3CCI_3HumanCervixCC6.28e-047.30e-010.516
2181ACSL3HTA11_3410_2000001011HumanColorectumAD1.31e-13-5.55e-010.0155
2181ACSL3HTA11_696_2000001011HumanColorectumAD3.93e-02-2.33e-01-0.1464
2181ACSL3HTA11_866_3004761011HumanColorectumAD2.32e-08-4.99e-010.096
2181ACSL3HTA11_10711_2000001011HumanColorectumAD4.35e-04-5.11e-010.0338
2181ACSL3HTA11_7696_3000711011HumanColorectumAD2.96e-17-4.91e-010.0674
2181ACSL3HTA11_6818_2000001021HumanColorectumAD4.60e-03-5.24e-010.0588
2181ACSL3HTA11_99999974143_84620HumanColorectumMSS1.91e-16-4.38e-010.3005
2181ACSL3F007HumanColorectumFAP2.16e-05-4.56e-010.1176
2181ACSL3A002-C-010HumanColorectumFAP1.26e-07-3.28e-010.242
2181ACSL3A001-C-207HumanColorectumFAP3.05e-05-3.53e-010.1278
2181ACSL3A015-C-203HumanColorectumFAP1.84e-23-4.82e-01-0.1294
2181ACSL3A015-C-204HumanColorectumFAP8.32e-11-5.33e-01-0.0228
2181ACSL3A014-C-040HumanColorectumFAP1.01e-03-4.05e-01-0.1184
2181ACSL3A002-C-201HumanColorectumFAP9.89e-15-4.13e-010.0324
2181ACSL3A002-C-203HumanColorectumFAP2.06e-11-4.54e-010.2786
2181ACSL3A001-C-119HumanColorectumFAP1.26e-11-5.56e-01-0.1557
2181ACSL3A001-C-108HumanColorectumFAP8.30e-19-4.50e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:19030764ColorectumCRCregulation of protein localization to plasma membrane31/2078104/187231.66e-071.72e-0531
GO:00619514ColorectumCRCestablishment of protein localization to plasma membrane22/207860/187231.89e-071.92e-0522
GO:00091505ColorectumCRCpurine ribonucleotide metabolic process74/2078368/187232.58e-072.38e-0574
GO:00061635ColorectumCRCpurine nucleotide metabolic process78/2078396/187232.98e-072.59e-0578
GO:00988764ColorectumCRCvesicle-mediated transport to the plasma membrane36/2078136/187234.65e-073.40e-0536
GO:00092594ColorectumCRCribonucleotide metabolic process75/2078385/187237.83e-075.04e-0575
GO:00725215ColorectumCRCpurine-containing compound metabolic process79/2078416/187231.15e-066.75e-0579
GO:00196934ColorectumCRCribose phosphate metabolic process75/2078396/187232.36e-061.13e-0475
GO:00512225ColorectumCRCpositive regulation of protein transport61/2078303/187232.73e-061.27e-0461
GO:00068933ColorectumCRCGolgi to plasma membrane transport20/207860/187233.80e-061.61e-0420
GO:00481935ColorectumCRCGolgi vesicle transport59/2078296/187235.47e-062.17e-0459
GO:19049515ColorectumCRCpositive regulation of establishment of protein localization62/2078319/187237.44e-062.72e-0462
GO:19054774ColorectumCRCpositive regulation of protein localization to membrane28/2078106/187238.84e-063.11e-0428
GO:00901505ColorectumCRCestablishment of protein localization to membrane51/2078260/187233.59e-059.05e-0451
GO:19043774ColorectumCRCpositive regulation of protein localization to cell periphery20/207869/187233.92e-059.54e-0420
GO:00430014ColorectumCRCGolgi to plasma membrane protein transport14/207840/187235.81e-051.31e-0314
GO:00086541ColorectumCRCphospholipid biosynthetic process49/2078253/187237.07e-051.51e-0349
GO:19030784ColorectumCRCpositive regulation of protein localization to plasma membrane18/207862/187239.19e-051.87e-0318
GO:00091175ColorectumCRCnucleotide metabolic process81/2078489/187231.45e-042.65e-0381
GO:00066503ColorectumCRCglycerophospholipid metabolic process55/2078306/187232.10e-043.55e-0355
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa042166ColorectumCRCFerroptosis13/109141/84651.36e-031.08e-027.33e-0313
hsa01212ColorectumCRCFatty acid metabolism14/109157/84651.17e-024.99e-023.38e-0214
hsa042167ColorectumCRCFerroptosis13/109141/84651.36e-031.08e-027.33e-0313
hsa012121ColorectumCRCFatty acid metabolism14/109157/84651.17e-024.99e-023.38e-0214
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa033206LiverNAFLDPPAR signaling pathway25/104375/84651.61e-066.62e-055.33e-0525
hsa012126LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
hsa000718LiverNAFLDFatty acid degradation13/104343/84651.46e-031.71e-021.38e-0213
hsa042168LiverNAFLDFerroptosis12/104341/84652.98e-032.96e-022.39e-0212
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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
ACSL3SNVMissense_Mutationc.43N>Gp.Lys15Glup.K15EO95573protein_codingdeleterious_low_confidence(0.04)benign(0.114)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACSL3SNVMissense_Mutationnovelc.2009G>Ap.Ser670Asnp.S670NO95573protein_codingtolerated(0.18)benign(0)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ACSL3insertionFrame_Shift_Insnovelc.1847_1847+1insAACAAATGGAAGATGTTGGGTTTTAGAGTTTAATTTTTTTCTCAp.Ser616ArgfsTer32p.S616Rfs*32O95573protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
ACSL3SNVMissense_Mutationc.1082N>Gp.Ser361Cysp.S361CO95573protein_codingdeleterious(0)probably_damaging(0.998)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACSL3SNVMissense_Mutationrs145813997c.1216C>Tp.Arg406Cysp.R406CO95573protein_codingdeleterious(0)probably_damaging(0.953)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACSL3SNVMissense_Mutationrs748604442c.689G>Ap.Arg230Hisp.R230HO95573protein_codingtolerated(0.08)benign(0.013)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ACSL3SNVMissense_Mutationc.161G>Ap.Arg54Glnp.R54QO95573protein_codingtolerated(0.18)benign(0.006)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACSL3SNVMissense_Mutationc.317G>Ap.Gly106Glup.G106EO95573protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ACSL3SNVMissense_Mutationc.364N>Cp.Lys122Glnp.K122QO95573protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ACSL3SNVMissense_Mutationc.1087N>Cp.Lys363Glnp.K363QO95573protein_codingdeleterious(0)possibly_damaging(0.817)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
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