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: HADHA

Gene summary for HADHA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HADHA

Gene ID

3030

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

GO:0006082

UniProtAcc

E9KL44


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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
3030HADHAHTA11_2487_2000001011HumanColorectumSER3.31e-065.31e-01-0.1808
3030HADHAHTA11_1938_2000001011HumanColorectumAD7.15e-055.13e-01-0.0811
3030HADHAHTA11_347_2000001011HumanColorectumAD1.36e-329.22e-01-0.1954
3030HADHAHTA11_83_2000001011HumanColorectumSER2.22e-107.31e-01-0.1526
3030HADHAHTA11_696_2000001011HumanColorectumAD1.46e-065.04e-01-0.1464
3030HADHAHTA11_1391_2000001011HumanColorectumAD8.39e-136.86e-01-0.059
3030HADHAHTA11_2992_2000001011HumanColorectumSER1.69e-046.43e-01-0.1706
3030HADHAHTA11_546_2000001011HumanColorectumAD9.04e-054.94e-01-0.0842
3030HADHAHTA11_7663_2000001011HumanColorectumSER1.35e-025.87e-010.0131
3030HADHAHTA11_6801_2000001011HumanColorectumSER3.86e-058.25e-010.0171
3030HADHAHTA11_7696_3000711011HumanColorectumAD2.80e-033.93e-010.0674
3030HADHAHTA11_99999965104_69814HumanColorectumMSS3.88e-085.78e-010.281
3030HADHAF007HumanColorectumFAP3.79e-03-4.28e-010.1176
3030HADHAA002-C-010HumanColorectumFAP3.12e-03-2.43e-010.242
3030HADHAA015-C-203HumanColorectumFAP7.29e-20-3.44e-01-0.1294
3030HADHAA002-C-201HumanColorectumFAP7.98e-06-2.30e-010.0324
3030HADHAA002-C-203HumanColorectumFAP9.13e-03-1.56e-010.2786
3030HADHAA001-C-119HumanColorectumFAP1.13e-03-3.99e-01-0.1557
3030HADHAA001-C-108HumanColorectumFAP9.53e-13-3.19e-01-0.0272
3030HADHAA002-C-205HumanColorectumFAP6.54e-10-2.72e-01-0.1236
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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: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:0072329ColorectumADmonocarboxylic acid catabolic process44/3918122/187238.05e-051.28e-0344
GO:0034440ColorectumADlipid oxidation40/3918108/187238.52e-051.32e-0340
GO:0030258ColorectumADlipid modification67/3918212/187231.66e-042.27e-0367
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:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00328681ColorectumSERresponse to insulin65/2897264/187236.70e-051.53e-0365
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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
hsa00640ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
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
hsa006401ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa006402ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa00062ColorectumSERFatty acid elongation11/158027/84656.38e-033.68e-022.67e-0211
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa006403ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa000621ColorectumSERFatty acid elongation11/158027/84656.38e-033.68e-022.67e-0211
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa006404ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa000714ColorectumMSSFatty acid degradation17/187543/84657.50e-032.86e-021.75e-0217
hsa002803ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa006405ColorectumMSSPropanoate metabolism15/187532/84651.68e-039.05e-035.55e-0315
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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
HADHASNVMissense_Mutationc.1128N>Gp.Ile376Metp.I376MP40939protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HADHASNVMissense_Mutationnovelc.1326N>Gp.Asp442Glup.D442EP40939protein_codingdeleterious(0.02)probably_damaging(0.951)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
HADHAinsertionNonsense_Mutationnovelc.2171_2172insAGGTAGAGCCCACTGCTCATTGTATAAGCCCCGAGGCCTAGAGp.Tyr724Terp.Y724*P40939protein_codingTCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HADHAinsertionFrame_Shift_Insnovelc.685_686insCTTCTTTGAATACTCCTTTGTATTTATCTTGTGGCp.Leu229ProfsTer13p.L229Pfs*13P40939protein_codingTCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HADHAinsertionIn_Frame_Insnovelc.1128_1129insTGCAGCCTTGAACTCCTGGGTACAAGTGATCCTTCTp.Ile376_Ala377insCysSerLeuGluLeuLeuGlyThrSerAspProSerp.I376_A377insCSLELLGTSDPSP40939protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HADHASNVMissense_Mutationnovelc.1358N>Tp.Ser453Ilep.S453IP40939protein_codingtolerated(0.08)benign(0.148)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HADHASNVMissense_Mutationnovelc.1770N>Tp.Glu590Aspp.E590DP40939protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
HADHASNVMissense_Mutationc.283N>Tp.Pro95Serp.P95SP40939protein_codingdeleterious(0.02)possibly_damaging(0.817)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
HADHASNVMissense_Mutationc.1620N>Tp.Lys540Asnp.K540NP40939protein_codingdeleterious(0.04)probably_damaging(0.978)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HADHASNVMissense_Mutationc.1165N>Gp.Leu389Valp.L389VP40939protein_codingdeleterious(0.03)probably_damaging(0.976)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=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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