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: ACSF3

Gene summary for ACSF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACSF3

Gene ID

197322

Gene nameacyl-CoA synthetase family member 3
Gene AliasACSF3
Cytomap16q24.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q4G176


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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
197322ACSF3LZE4THumanEsophagusESCC9.05e-031.59e-010.0811
197322ACSF3LZE7THumanEsophagusESCC2.70e-042.35e-010.0667
197322ACSF3LZE20THumanEsophagusESCC4.26e-021.39e-010.0662
197322ACSF3LZE22THumanEsophagusESCC8.91e-032.66e-010.068
197322ACSF3LZE24THumanEsophagusESCC2.42e-113.10e-010.0596
197322ACSF3P1T-EHumanEsophagusESCC6.14e-063.17e-010.0875
197322ACSF3P2T-EHumanEsophagusESCC4.45e-102.00e-010.1177
197322ACSF3P4T-EHumanEsophagusESCC5.10e-061.96e-010.1323
197322ACSF3P5T-EHumanEsophagusESCC5.33e-051.71e-010.1327
197322ACSF3P8T-EHumanEsophagusESCC1.34e-163.25e-010.0889
197322ACSF3P9T-EHumanEsophagusESCC1.25e-061.95e-010.1131
197322ACSF3P10T-EHumanEsophagusESCC3.95e-071.45e-010.116
197322ACSF3P11T-EHumanEsophagusESCC2.31e-062.52e-010.1426
197322ACSF3P12T-EHumanEsophagusESCC1.54e-051.10e-010.1122
197322ACSF3P15T-EHumanEsophagusESCC2.58e-163.47e-010.1149
197322ACSF3P16T-EHumanEsophagusESCC1.21e-072.04e-010.1153
197322ACSF3P19T-EHumanEsophagusESCC1.64e-043.00e-010.1662
197322ACSF3P20T-EHumanEsophagusESCC4.40e-153.22e-010.1124
197322ACSF3P21T-EHumanEsophagusESCC2.46e-173.53e-010.1617
197322ACSF3P22T-EHumanEsophagusESCC1.57e-031.18e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0046390110EsophagusESCCribose phosphate biosynthetic process119/8552190/187231.73e-062.06e-05119
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:000916516EsophagusESCCnucleotide biosynthetic process150/8552254/187231.12e-051.06e-04150
GO:0009260110EsophagusESCCribonucleotide biosynthetic process112/8552182/187231.12e-051.06e-04112
GO:190129316EsophagusESCCnucleoside phosphate biosynthetic process151/8552256/187231.15e-051.08e-04151
GO:00338664EsophagusESCCnucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00340304EsophagusESCCribonucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:00340334EsophagusESCCpurine nucleoside bisphosphate biosynthetic process44/855260/187231.25e-051.15e-0444
GO:007252217EsophagusESCCpurine-containing compound biosynthetic process120/8552200/187233.02e-052.51e-04120
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:0009152110EsophagusESCCpurine ribonucleotide biosynthetic process103/8552169/187234.40e-053.51e-04103
GO:000616417EsophagusESCCpurine nucleotide biosynthetic process113/8552191/187231.16e-048.04e-04113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0028014EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0028041LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa012124LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa00061LiverHCCFatty acid biosynthesis14/402018/84658.82e-032.36e-021.32e-0214
hsa0028051LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa012125LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa000611LiverHCCFatty acid biosynthesis14/402018/84658.82e-032.36e-021.32e-0214
hsa012128Oral cavityOSCCFatty acid metabolism35/370457/84655.37e-031.29e-026.55e-0335
hsa002808Oral cavityOSCCValine, leucine and isoleucine degradation30/370448/84656.75e-031.57e-027.99e-0330
hsa0121213Oral cavityOSCCFatty acid metabolism35/370457/84655.37e-031.29e-026.55e-0335
hsa0028013Oral cavityOSCCValine, leucine and isoleucine degradation30/370448/84656.75e-031.57e-027.99e-0330
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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
ACSF3SNVMissense_Mutationrs767244317c.1628N>Gp.Pro543Argp.P543RQ4G176protein_codingdeleterious(0.05)benign(0.062)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
ACSF3SNVMissense_Mutationc.976A>Gp.Arg326Glyp.R326GQ4G176protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACSF3SNVMissense_Mutationc.952N>Tp.Arg318Cysp.R318CQ4G176protein_codingdeleterious(0)benign(0.038)TCGA-E9-A1RI-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
ACSF3SNVMissense_Mutationc.220C>Tp.Arg74Cysp.R74CQ4G176protein_codingdeleterious(0.05)possibly_damaging(0.849)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACSF3SNVMissense_Mutationc.1537G>Ap.Gly513Serp.G513SQ4G176protein_codingdeleterious(0.03)probably_damaging(1)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ACSF3SNVMissense_Mutationnovelc.805N>Cp.Glu269Glnp.E269QQ4G176protein_codingtolerated(0.17)benign(0.026)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACSF3SNVMissense_Mutationrs762286480c.758N>Tp.Ala253Valp.A253VQ4G176protein_codingtolerated(0.26)benign(0.096)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACSF3SNVMissense_Mutationrs200536797c.190G>Ap.Gly64Serp.G64SQ4G176protein_codingdeleterious(0.03)benign(0.057)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACSF3SNVMissense_Mutationrs144711526c.116G>Ap.Arg39Hisp.R39HQ4G176protein_codingtolerated(0.55)benign(0)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
ACSF3SNVMissense_Mutationc.1117C>Tp.Arg373Cysp.R373CQ4G176protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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