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: HADH

Gene summary for HADH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HADH

Gene ID

3033

Gene namehydroxyacyl-CoA dehydrogenase
Gene AliasHAD
Cytomap4q25
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

Q16836


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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
3033HADHHTA11_1938_2000001011HumanColorectumAD4.96e-044.76e-01-0.0811
3033HADHHTA11_78_2000001011HumanColorectumAD1.93e-044.41e-01-0.1088
3033HADHHTA11_347_2000001011HumanColorectumAD6.91e-258.18e-01-0.1954
3033HADHHTA11_83_2000001011HumanColorectumSER2.42e-034.70e-01-0.1526
3033HADHHTA11_1391_2000001011HumanColorectumAD7.75e-086.53e-01-0.059
3033HADHHTA11_6801_2000001011HumanColorectumSER5.05e-078.31e-010.0171
3033HADHHTA11_7469_2000001011HumanColorectumAD7.13e-059.04e-01-0.0124
3033HADHA015-C-203HumanColorectumFAP7.33e-17-2.64e-01-0.1294
3033HADHA002-C-201HumanColorectumFAP6.13e-03-1.74e-010.0324
3033HADHA002-C-203HumanColorectumFAP1.97e-02-9.49e-020.2786
3033HADHA001-C-119HumanColorectumFAP4.67e-04-3.59e-01-0.1557
3033HADHA001-C-108HumanColorectumFAP2.76e-11-2.51e-01-0.0272
3033HADHA002-C-205HumanColorectumFAP3.65e-07-2.54e-01-0.1236
3033HADHA001-C-104HumanColorectumFAP6.79e-04-1.62e-010.0184
3033HADHA015-C-006HumanColorectumFAP1.28e-04-2.45e-01-0.0994
3033HADHA015-C-106HumanColorectumFAP6.21e-09-2.15e-01-0.0511
3033HADHA002-C-114HumanColorectumFAP1.61e-05-1.98e-01-0.1561
3033HADHA015-C-104HumanColorectumFAP8.30e-13-2.37e-01-0.1899
3033HADHA001-C-014HumanColorectumFAP2.39e-10-2.24e-010.0135
3033HADHA002-C-016HumanColorectumFAP6.38e-08-1.69e-010.0521
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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
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
∗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:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0006635ColorectumADfatty acid beta-oxidation33/391874/187233.98e-061.09e-0433
GO:0009062ColorectumADfatty acid catabolic process41/3918100/187234.02e-061.09e-0441
GO:0019395ColorectumADfatty acid oxidation40/3918103/187232.43e-054.69e-0440
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0072329ColorectumADmonocarboxylic acid catabolic process44/3918122/187238.05e-051.28e-0344
GO:0034440ColorectumADlipid oxidation40/3918108/187238.52e-051.32e-0340
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0050796ColorectumADregulation of insulin secretion54/3918165/187232.60e-043.25e-0354
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:0030073ColorectumADinsulin secretion61/3918195/187234.28e-044.81e-0361
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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
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa00062ColorectumSERFatty acid elongation11/158027/84656.38e-033.68e-022.67e-0211
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa000621ColorectumSERFatty acid elongation11/158027/84656.38e-033.68e-022.67e-0211
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa003104ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa002804ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa000716ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa00380ColorectumFAPTryptophan metabolism13/140442/84651.54e-024.99e-023.03e-0213
hsa003105ColorectumFAPLysine degradation23/140463/84651.04e-049.46e-045.76e-0423
hsa002805ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa000717ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa003801ColorectumFAPTryptophan metabolism13/140442/84651.54e-024.99e-023.03e-0213
hsa003106ColorectumCRCLysine degradation18/109163/84657.21e-046.34e-034.30e-0318
hsa01212ColorectumCRCFatty acid metabolism14/109157/84651.17e-024.99e-023.38e-0214
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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
HADHSNVMissense_Mutationnovelc.856A>Gp.Thr286Alap.T286AQ16836protein_codingdeleterious(0.01)possibly_damaging(0.702)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HADHSNVMissense_Mutationrs150930917c.237N>Tp.Lys79Asnp.K79NQ16836protein_codingdeleterious(0.02)possibly_damaging(0.59)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
HADHSNVMissense_Mutationc.775G>Ap.Glu259Lysp.E259KQ16836protein_codingtolerated(0.22)benign(0.103)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
HADHinsertionNonsense_Mutationnovelc.858_859insTCATAGCCACACCCCAAATATGCTGTGTTCCTTCCCp.Thr286_Thr287insSerTerProHisProLysTyrAlaValPheLeuProp.T286_T287insS*PHPKYAVFLPQ16836protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HADHinsertionIn_Frame_Insnovelc.669_670insCTGCAGGAAAGCCTGGAAp.Leu223_Val224insLeuGlnGluSerLeuGlup.L223_V224insLQESLEQ16836protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
HADHinsertionFrame_Shift_Insnovelc.671_672insCAACCTGTTTAAAGCTTTTCCTCp.Pro225AsnfsTer36p.P225Nfs*36Q16836protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
HADHSNVMissense_Mutationc.56N>Tp.Ser19Leup.S19LQ16836protein_codingtolerated(0.19)benign(0.09)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HADHSNVMissense_Mutationc.914N>Gp.Gln305Argp.Q305RQ16836protein_codingtolerated(0.33)benign(0.025)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HADHSNVMissense_Mutationc.791N>Tp.Ala264Valp.A264VQ16836protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HADHSNVMissense_Mutationrs183387994c.737C>Tp.Ser246Leup.S246LQ16836protein_codingtolerated_low_confidence(1)benign(0)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=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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