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: HADHB

Gene summary for HADHB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HADHB

Gene ID

3032

Gene namehydroxyacyl-CoA dehydrogenase trifunctional multienzyme complex subunit beta
Gene AliasECHB
Cytomap2p23.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P55084


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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
3032HADHBHTA11_3410_2000001011HumanColorectumAD1.97e-072.84e-010.0155
3032HADHBHTA11_1938_2000001011HumanColorectumAD2.57e-097.68e-01-0.0811
3032HADHBHTA11_78_2000001011HumanColorectumAD1.27e-077.01e-01-0.1088
3032HADHBHTA11_347_2000001011HumanColorectumAD2.59e-371.02e+00-0.1954
3032HADHBHTA11_83_2000001011HumanColorectumSER4.73e-045.27e-01-0.1526
3032HADHBHTA11_696_2000001011HumanColorectumAD1.15e-073.94e-01-0.1464
3032HADHBHTA11_866_2000001011HumanColorectumAD5.71e-063.48e-01-0.1001
3032HADHBHTA11_1391_2000001011HumanColorectumAD9.22e-127.16e-01-0.059
3032HADHBHTA11_5216_2000001011HumanColorectumSER3.08e-023.58e-01-0.1462
3032HADHBHTA11_7862_2000001011HumanColorectumAD5.10e-055.39e-01-0.0179
3032HADHBHTA11_866_3004761011HumanColorectumAD8.72e-074.25e-010.096
3032HADHBHTA11_8622_2000001021HumanColorectumSER4.71e-022.28e-010.0528
3032HADHBHTA11_10623_2000001011HumanColorectumAD1.35e-046.95e-01-0.0177
3032HADHBHTA11_7696_3000711011HumanColorectumAD3.02e-105.60e-010.0674
3032HADHBHTA11_99999970781_79442HumanColorectumMSS1.10e-126.14e-010.294
3032HADHBHTA11_99999965104_69814HumanColorectumMSS1.07e-035.15e-010.281
3032HADHBHTA11_99999971662_82457HumanColorectumMSS2.35e-105.07e-010.3859
3032HADHBA015-C-203HumanColorectumFAP4.29e-07-2.62e-01-0.1294
3032HADHBA002-C-205HumanColorectumFAP4.21e-05-2.52e-01-0.1236
3032HADHBA015-C-006HumanColorectumFAP1.00e-06-3.16e-01-0.0994
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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
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:00193956LiverNAFLDfatty acid oxidation33/1882103/187237.58e-101.53e-0733
GO:00442425LiverNAFLDcellular lipid catabolic process52/1882214/187231.15e-092.17e-0752
GO:00344405LiverNAFLDlipid oxidation33/1882108/187232.96e-094.56e-0733
GO:00302585LiverNAFLDlipid modification49/1882212/187231.97e-082.17e-0649
GO:00160426LiverNAFLDlipid catabolic process63/1882320/187231.35e-071.02e-0563
GO:00066356LiverNAFLDfatty acid beta-oxidation23/188274/187235.09e-073.07e-0523
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
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:001939512LiverCirrhoticfatty acid oxidation53/4634103/187234.73e-091.88e-0753
GO:003444011LiverCirrhoticlipid oxidation53/4634108/187233.85e-081.27e-0653
GO:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
GO:000906211LiverCirrhoticfatty acid catabolic process48/4634100/187233.87e-079.13e-0648
GO:000663512LiverCirrhoticfatty acid beta-oxidation38/463474/187237.41e-071.57e-0538
GO:004424212LiverCirrhoticcellular lipid catabolic process82/4634214/187236.91e-061.08e-0482
GO:001604212LiverCirrhoticlipid catabolic process112/4634320/187232.31e-053.03e-04112
GO:003025811LiverCirrhoticlipid modification75/4634212/187233.33e-042.87e-0375
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
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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
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa000714ColorectumMSSFatty acid degradation17/187543/84657.50e-032.86e-021.75e-0217
hsa002803ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa000715ColorectumMSSFatty acid degradation17/187543/84657.50e-032.86e-021.75e-0217
hsa002804ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa000716ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa002805ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa000717ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
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
hsa012126LiverNAFLDFatty acid metabolism17/104357/84653.43e-045.93e-034.78e-0317
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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
HADHBSNVMissense_Mutationc.1050A>Tp.Gln350Hisp.Q350HP55084protein_codingdeleterious(0)probably_damaging(0.964)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HADHBSNVMissense_Mutationrs780072612c.520N>Tp.Arg174Cysp.R174CP55084protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HADHBSNVMissense_Mutationc.226N>Ap.Pro76Thrp.P76TP55084protein_codingtolerated(0.08)benign(0.199)TCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HADHBinsertionFrame_Shift_Insnovelc.328_329insAAATGAAp.Val110GlufsTer10p.V110Efs*10P55084protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HADHBSNVMissense_Mutationnovelc.86C>Ap.Ser29Tyrp.S29YP55084protein_codingtolerated_low_confidence(0.18)benign(0.08)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
HADHBSNVMissense_Mutationrs749861331c.608G>Ap.Arg203Glnp.R203QP55084protein_codingdeleterious(0.04)possibly_damaging(0.703)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HADHBSNVMissense_Mutationc.1051N>Ap.Leu351Ilep.L351IP55084protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HADHBSNVMissense_Mutationnovelc.505N>Cp.Ser169Prop.S169PP55084protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HADHBSNVMissense_Mutationnovelc.59N>Tp.Arg20Ilep.R20IP55084protein_codingdeleterious_low_confidence(0.02)benign(0.02)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HADHBSNVMissense_Mutationc.602N>Cp.Lys201Thrp.K201TP55084protein_codingtolerated(0.33)benign(0.038)TCGA-CA-6718-01Colorectumcolon 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
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