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: HACL1

Gene summary for HACL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HACL1

Gene ID

26061

Gene name2-hydroxyacyl-CoA lyase 1
Gene Alias2-HPCL
Cytomap3p25.1
Gene Typeprotein-coding
GO ID

GO:0001561

UniProtAcc

Q9UJ83


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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
26061HACL1LZE24THumanEsophagusESCC1.62e-028.92e-020.0596
26061HACL1P2T-EHumanEsophagusESCC3.62e-111.73e-010.1177
26061HACL1P4T-EHumanEsophagusESCC2.01e-051.51e-010.1323
26061HACL1P5T-EHumanEsophagusESCC2.32e-163.37e-010.1327
26061HACL1P8T-EHumanEsophagusESCC4.60e-118.06e-020.0889
26061HACL1P9T-EHumanEsophagusESCC6.73e-041.43e-010.1131
26061HACL1P10T-EHumanEsophagusESCC2.62e-142.45e-010.116
26061HACL1P12T-EHumanEsophagusESCC5.62e-191.94e-010.1122
26061HACL1P15T-EHumanEsophagusESCC4.03e-072.13e-010.1149
26061HACL1P16T-EHumanEsophagusESCC2.51e-121.90e-010.1153
26061HACL1P20T-EHumanEsophagusESCC1.02e-122.23e-010.1124
26061HACL1P21T-EHumanEsophagusESCC4.47e-091.17e-010.1617
26061HACL1P22T-EHumanEsophagusESCC4.89e-089.31e-020.1236
26061HACL1P23T-EHumanEsophagusESCC2.68e-122.71e-010.108
26061HACL1P24T-EHumanEsophagusESCC1.10e-092.67e-010.1287
26061HACL1P26T-EHumanEsophagusESCC7.03e-112.73e-010.1276
26061HACL1P27T-EHumanEsophagusESCC5.03e-141.98e-010.1055
26061HACL1P28T-EHumanEsophagusESCC2.74e-131.59e-010.1149
26061HACL1P30T-EHumanEsophagusESCC3.01e-126.22e-010.137
26061HACL1P31T-EHumanEsophagusESCC2.21e-082.37e-010.1251
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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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
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: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:00066252EsophagusESCCprotein targeting to peroxisome14/855218/187235.77e-032.14e-0214
GO:00726622EsophagusESCCprotein localization to peroxisome14/855218/187235.77e-032.14e-0214
GO:00726632EsophagusESCCestablishment of protein localization to peroxisome14/855218/187235.77e-032.14e-0214
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00435742EsophagusESCCperoxisomal transport16/855222/187239.46e-033.28e-0216
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
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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
HACL1SNVMissense_Mutationnovelc.1169G>Ap.Arg390Lysp.R390KQ9UJ83protein_codingtolerated(1)benign(0)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HACL1SNVMissense_Mutationnovelc.1318N>Tp.Ala440Serp.A440SQ9UJ83protein_codingtolerated(0.24)benign(0.196)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HACL1SNVMissense_Mutationrs770803683c.1125N>Ap.Met375Ilep.M375IQ9UJ83protein_codingdeleterious(0.04)benign(0.157)TCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
HACL1SNVMissense_Mutationc.1601N>Tp.Thr534Ilep.T534IQ9UJ83protein_codingdeleterious(0)probably_damaging(0.991)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HACL1insertionFrame_Shift_Insnovelc.1574_1575insGp.Phe525LeufsTer27p.F525Lfs*27Q9UJ83protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
HACL1insertionFrame_Shift_Insnovelc.1572_1573insCTCCTGTGGGTp.Phe525LeufsTer22p.F525Lfs*22Q9UJ83protein_codingTCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
HACL1SNVMissense_Mutationrs140199501c.1693C>Tp.Arg565Trpp.R565WQ9UJ83protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HACL1SNVMissense_Mutationnovelc.875C>Tp.Pro292Leup.P292LQ9UJ83protein_codingdeleterious(0)probably_damaging(0.972)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HACL1SNVMissense_Mutationc.229N>Tp.Pro77Serp.P77SQ9UJ83protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
HACL1SNVMissense_Mutationc.262C>Gp.Leu88Valp.L88VQ9UJ83protein_codingtolerated(0.44)possibly_damaging(0.609)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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