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: ACO1

Gene summary for ACO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACO1

Gene ID

48

Gene nameaconitase 1
Gene AliasACONS
Cytomap9p21.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P21399


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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
48ACO1LZE4THumanEsophagusESCC8.70e-091.38e-010.0811
48ACO1LZE24THumanEsophagusESCC5.06e-031.33e-010.0596
48ACO1P2T-EHumanEsophagusESCC8.25e-122.35e-010.1177
48ACO1P4T-EHumanEsophagusESCC4.11e-081.25e-010.1323
48ACO1P8T-EHumanEsophagusESCC1.12e-109.03e-020.0889
48ACO1P9T-EHumanEsophagusESCC6.94e-041.31e-010.1131
48ACO1P10T-EHumanEsophagusESCC1.95e-089.20e-020.116
48ACO1P11T-EHumanEsophagusESCC2.39e-073.44e-010.1426
48ACO1P12T-EHumanEsophagusESCC4.09e-101.05e-010.1122
48ACO1P15T-EHumanEsophagusESCC1.85e-071.58e-010.1149
48ACO1P16T-EHumanEsophagusESCC3.86e-045.76e-020.1153
48ACO1P21T-EHumanEsophagusESCC1.47e-131.62e-010.1617
48ACO1P22T-EHumanEsophagusESCC4.99e-057.86e-020.1236
48ACO1P23T-EHumanEsophagusESCC4.25e-182.59e-010.108
48ACO1P24T-EHumanEsophagusESCC6.98e-039.12e-020.1287
48ACO1P26T-EHumanEsophagusESCC4.92e-081.65e-010.1276
48ACO1P27T-EHumanEsophagusESCC3.03e-111.50e-010.1055
48ACO1P28T-EHumanEsophagusESCC7.99e-067.11e-020.1149
48ACO1P30T-EHumanEsophagusESCC2.16e-042.23e-010.137
48ACO1P32T-EHumanEsophagusESCC2.89e-091.58e-010.1666
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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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:0009060110EsophagusESCCaerobic respiration145/8552189/187232.16e-182.21e-16145
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:003254314EsophagusESCCmitochondrial translation68/855276/187231.02e-156.86e-1468
GO:001700413EsophagusESCCcytochrome complex assembly34/855236/187235.08e-101.31e-0834
GO:00060997EsophagusESCCtricarboxylic acid cycle27/855230/187234.54e-076.15e-0627
GO:000853512EsophagusESCCrespiratory chain complex IV assembly24/855226/187236.87e-078.99e-0624
GO:003361712EsophagusESCCmitochondrial cytochrome c oxidase assembly21/855222/187238.75e-071.13e-0521
GO:00701292EsophagusESCCregulation of mitochondrial translation22/855224/187232.82e-063.21e-0522
GO:00097919EsophagusESCCpost-embryonic development56/855280/187239.08e-068.71e-0556
GO:00621252EsophagusESCCregulation of mitochondrial gene expression24/855228/187231.37e-051.25e-0424
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:004346719EsophagusESCCregulation of generation of precursor metabolites and energy81/8552130/187239.58e-056.81e-0481
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00723503EsophagusESCCtricarboxylic acid metabolic process12/855214/187232.51e-031.08e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0002014EsophagusESCCCitrate cycle (TCA cycle)27/420530/84653.48e-061.94e-059.95e-0627
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa006306EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
hsa0002015EsophagusESCCCitrate cycle (TCA cycle)27/420530/84653.48e-061.94e-059.95e-0627
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0063013EsophagusESCCGlyoxylate and dicarboxylate metabolism21/420530/84651.95e-024.35e-022.23e-0221
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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
ACO1SNVMissense_Mutationc.2255T>Ap.Val752Glup.V752EP21399protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ACO1SNVMissense_Mutationc.715N>Tp.Leu239Phep.L239FP21399protein_codingdeleterious(0)probably_damaging(0.915)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ACO1insertionIn_Frame_Insnovelc.1566_1567insGCACTTTGGGAGGCTGAGGCAGGCAGATCACGAGATp.Thr522_Gln523insAlaLeuTrpGluAlaGluAlaGlyArgSerArgAspp.T522_Q523insALWEAEAGRSRDP21399protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ACO1SNVMissense_Mutationnovelc.1064N>Cp.Phe355Serp.F355SP21399protein_codingdeleterious(0)probably_damaging(0.982)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACO1SNVMissense_Mutationc.760C>Gp.Leu254Valp.L254VP21399protein_codingtolerated(0.49)benign(0.043)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACO1SNVMissense_Mutationc.482N>Tp.Ser161Phep.S161FP21399protein_codingdeleterious(0)probably_damaging(0.939)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACO1SNVMissense_Mutationnovelc.1051N>Gp.Gln351Glup.Q351EP21399protein_codingtolerated(0.99)benign(0.005)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACO1SNVMissense_Mutationc.1001N>Cp.Lys334Thrp.K334TP21399protein_codingdeleterious(0.03)benign(0.001)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACO1SNVMissense_Mutationrs376599072c.57G>Tp.Lys19Asnp.K19NP21399protein_codingtolerated(0.22)benign(0.201)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ACO1SNVMissense_Mutationnovelc.469T>Gp.Leu157Valp.L157VP21399protein_codingdeleterious(0)probably_damaging(0.923)TCGA-AA-A00N-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
48ACO1ENZYMEANTISERUM8764614
48ACO1ENZYMEANTIOXIDANT10037708
48ACO1ENZYMEN-ACETYLCYSTEINEACETYLCYSTEINE10037708
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