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: HIBADH

Gene summary for HIBADH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HIBADH

Gene ID

11112

Gene name3-hydroxyisobutyrate dehydrogenase
Gene AliasNS5ATP1
Cytomap7p15.2
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

A0A024RA75


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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
11112HIBADHHTA11_3410_2000001011HumanColorectumAD4.63e-09-2.04e-010.0155
11112HIBADHHTA11_866_2000001011HumanColorectumAD1.06e-02-2.83e-01-0.1001
11112HIBADHHTA11_99999965104_69814HumanColorectumMSS1.99e-025.93e-010.281
11112HIBADHA015-C-203HumanColorectumFAP1.13e-16-3.81e-01-0.1294
11112HIBADHA015-C-204HumanColorectumFAP1.15e-05-2.57e-01-0.0228
11112HIBADHA002-C-201HumanColorectumFAP7.36e-11-3.13e-010.0324
11112HIBADHA002-C-203HumanColorectumFAP4.06e-022.45e-010.2786
11112HIBADHA001-C-119HumanColorectumFAP2.17e-04-3.03e-01-0.1557
11112HIBADHA001-C-108HumanColorectumFAP2.78e-08-2.56e-01-0.0272
11112HIBADHA002-C-205HumanColorectumFAP5.82e-18-3.76e-01-0.1236
11112HIBADHA015-C-006HumanColorectumFAP6.58e-11-3.89e-01-0.0994
11112HIBADHA015-C-106HumanColorectumFAP4.25e-03-5.88e-02-0.0511
11112HIBADHA002-C-114HumanColorectumFAP6.68e-18-4.58e-01-0.1561
11112HIBADHA015-C-104HumanColorectumFAP2.13e-16-2.92e-01-0.1899
11112HIBADHA001-C-014HumanColorectumFAP2.49e-08-2.88e-010.0135
11112HIBADHA002-C-016HumanColorectumFAP2.79e-13-2.86e-010.0521
11112HIBADHA015-C-002HumanColorectumFAP4.74e-10-4.62e-01-0.0763
11112HIBADHA001-C-203HumanColorectumFAP9.35e-09-1.95e-01-0.0481
11112HIBADHA002-C-116HumanColorectumFAP3.02e-24-4.57e-01-0.0452
11112HIBADHA014-C-008HumanColorectumFAP1.01e-08-1.93e-01-0.191
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0009083ColorectumADbranched-chain amino acid catabolic process10/391815/187231.68e-042.29e-0310
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:0009081ColorectumADbranched-chain amino acid metabolic process10/391819/187232.25e-031.77e-0210
GO:00090831ColorectumMSSbranched-chain amino acid catabolic process10/346715/187235.64e-059.87e-0410
GO:00090811ColorectumMSSbranched-chain amino acid metabolic process10/346719/187238.39e-048.68e-0310
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:00160542ColorectumMSSorganic acid catabolic process61/3467240/187234.72e-033.31e-0261
GO:00442823ColorectumFAPsmall molecule catabolic process77/2622376/187233.25e-044.16e-0377
GO:00160543ColorectumFAPorganic acid catabolic process50/2622240/187232.30e-031.85e-0250
GO:00090832ColorectumFAPbranched-chain amino acid catabolic process7/262215/187232.40e-031.90e-027
GO:00463951ColorectumFAPcarboxylic acid catabolic process48/2622236/187234.53e-033.08e-0248
GO:00090833ColorectumCRCbranched-chain amino acid catabolic process6/207815/187233.82e-033.19e-026
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00090836EsophagusESCCbranched-chain amino acid catabolic process12/855215/187237.31e-032.63e-0212
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00280ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa002803ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa002804ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa002805ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0028014EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa002806LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa0028011LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa0028021LiverCirrhoticValine, leucine and isoleucine degradation32/253048/84651.45e-072.02e-061.24e-0632
hsa0028031LiverCirrhoticValine, leucine and isoleucine degradation32/253048/84651.45e-072.02e-061.24e-0632
hsa0028041LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa0028051LiverHCCValine, leucine and isoleucine degradation41/402048/84654.84e-087.05e-073.92e-0741
hsa002808Oral cavityOSCCValine, leucine and isoleucine degradation30/370448/84656.75e-031.57e-027.99e-0330
hsa0028013Oral cavityOSCCValine, leucine and isoleucine degradation30/370448/84656.75e-031.57e-027.99e-0330
hsa0028022Oral cavityLPValine, leucine and isoleucine degradation22/241848/84657.98e-033.02e-021.95e-0222
hsa0028032Oral cavityLPValine, leucine and isoleucine degradation22/241848/84657.98e-033.02e-021.95e-0222
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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
HIBADHSNVMissense_Mutationc.139N>Ap.Leu47Metp.L47MP31937protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
HIBADHSNVMissense_Mutationrs768479109c.500G>Ap.Arg167Glnp.R167QP31937protein_codingtolerated(0.53)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HIBADHSNVMissense_Mutationc.644N>Cp.Leu215Prop.L215PP31937protein_codingdeleterious(0)probably_damaging(0.984)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
HIBADHSNVMissense_Mutationnovelc.689G>Tp.Gly230Valp.G230VP31937protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HIBADHSNVMissense_Mutationnovelc.794N>Gp.Asp265Glyp.D265GP31937protein_codingdeleterious(0.04)benign(0.035)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
HIBADHSNVMissense_Mutationc.722N>Gp.Ala241Glyp.A241GP31937protein_codingdeleterious(0.01)benign(0.037)TCGA-A6-A566-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinPD
HIBADHSNVMissense_Mutationrs753848362c.852N>Cp.Lys284Asnp.K284NP31937protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
HIBADHSNVMissense_Mutationnovelc.169A>Cp.Asn57Hisp.N57HP31937protein_codingdeleterious(0.03)possibly_damaging(0.724)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HIBADHSNVMissense_Mutationnovelc.748C>Tp.Arg250Trpp.R250WP31937protein_codingdeleterious(0)probably_damaging(0.981)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HIBADHSNVMissense_Mutationnovelc.494C>Ap.Ala165Aspp.A165DP31937protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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