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: HIBCH

Gene summary for HIBCH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HIBCH

Gene ID

26275

Gene name3-hydroxyisobutyryl-CoA hydrolase
Gene AliasHIBYLCOAH
Cytomap2q32.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A140VJL0


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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
26275HIBCHCA_HPV_1HumanCervixCC2.28e-06-1.59e-010.0264
26275HIBCHCCI_2HumanCervixCC1.77e-078.44e-010.5249
26275HIBCHCCI_3HumanCervixCC1.55e-097.53e-010.516
26275HIBCHHTA11_3410_2000001011HumanColorectumAD3.77e-28-7.76e-010.0155
26275HIBCHHTA11_2487_2000001011HumanColorectumSER4.59e-10-5.78e-01-0.1808
26275HIBCHHTA11_2951_2000001011HumanColorectumAD9.53e-03-6.88e-010.0216
26275HIBCHHTA11_1938_2000001011HumanColorectumAD2.79e-04-5.39e-01-0.0811
26275HIBCHHTA11_3361_2000001011HumanColorectumAD1.49e-10-7.30e-01-0.1207
26275HIBCHHTA11_696_2000001011HumanColorectumAD6.17e-15-5.02e-01-0.1464
26275HIBCHHTA11_866_2000001011HumanColorectumAD2.57e-14-5.09e-01-0.1001
26275HIBCHHTA11_1391_2000001011HumanColorectumAD1.30e-04-4.11e-01-0.059
26275HIBCHHTA11_5212_2000001011HumanColorectumAD3.22e-05-7.40e-01-0.2061
26275HIBCHHTA11_546_2000001011HumanColorectumAD3.05e-02-4.68e-01-0.0842
26275HIBCHHTA11_7862_2000001011HumanColorectumAD2.91e-03-5.54e-01-0.0179
26275HIBCHHTA11_866_3004761011HumanColorectumAD3.59e-22-7.10e-010.096
26275HIBCHHTA11_9408_2000001011HumanColorectumAD1.06e-02-8.27e-010.0451
26275HIBCHHTA11_8622_2000001021HumanColorectumSER5.37e-05-7.48e-010.0528
26275HIBCHHTA11_10711_2000001011HumanColorectumAD5.90e-08-6.16e-010.0338
26275HIBCHHTA11_7696_3000711011HumanColorectumAD5.76e-20-5.62e-010.0674
26275HIBCHHTA11_6818_2000001011HumanColorectumAD2.71e-04-6.36e-010.0112
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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
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:00090815EsophagusESCCbranched-chain amino acid metabolic process14/855219/187231.27e-024.21e-0214
GO:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00090813LiverNAFLDbranched-chain amino acid metabolic process8/188219/187232.81e-044.51e-038
GO:00090834LiverNAFLDbranched-chain amino acid catabolic process7/188215/187233.18e-044.95e-037
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:00090631LiverCirrhoticcellular amino acid catabolic process49/4634110/187234.47e-067.42e-0549
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:000908111LiverCirrhoticbranched-chain amino acid metabolic process14/463419/187231.00e-051.45e-0414
GO:000908311LiverCirrhoticbranched-chain amino acid catabolic process11/463415/187231.04e-041.07e-0311
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00280ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa00640ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa006401ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006402ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006403ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa012004ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa006404ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa012005ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa002803ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa006405ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa012006ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006406ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
hsa002804ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa012007ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
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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
HIBCHSNVMissense_Mutationc.541N>Cp.Gly181Argp.G181RQ6NVY1protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
HIBCHSNVMissense_Mutationc.1149N>Gp.Asp383Glup.D383EQ6NVY1protein_codingtolerated(0.19)benign(0.014)TCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HIBCHSNVMissense_Mutationc.696G>Cp.Leu232Phep.L232FQ6NVY1protein_codingdeleterious(0.03)benign(0.093)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HIBCHSNVMissense_Mutationrs367938014c.1036N>Ap.Val346Ilep.V346IQ6NVY1protein_codingtolerated(0.08)benign(0.081)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
HIBCHSNVMissense_Mutationnovelc.260N>Tp.Lys87Metp.K87MQ6NVY1protein_codingdeleterious(0)probably_damaging(0.967)TCGA-SS-A7HO-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinPD
HIBCHSNVMissense_Mutationrs569593420c.991N>Tp.Arg331Trpp.R331WQ6NVY1protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HIBCHSNVMissense_Mutationc.1133N>Tp.Ser378Phep.S378FQ6NVY1protein_codingdeleterious(0.02)benign(0.017)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HIBCHSNVMissense_Mutationnovelc.869N>Ap.Ser290Tyrp.S290YQ6NVY1protein_codingdeleterious(0.01)possibly_damaging(0.725)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HIBCHSNVMissense_Mutationrs757976755c.196N>Tp.Arg66Trpp.R66WQ6NVY1protein_codingdeleterious(0)possibly_damaging(0.778)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HIBCHSNVMissense_Mutationc.287N>Tp.Ala96Valp.A96VQ6NVY1protein_codingdeleterious(0.01)possibly_damaging(0.861)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
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