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: ACADVL

Gene summary for ACADVL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACADVL

Gene ID

37

Gene nameacyl-CoA dehydrogenase very long chain
Gene AliasACAD6
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0001659

UniProtAcc

P49748


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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
37ACADVLGSM4909281HumanBreastIDC1.48e-14-5.38e-010.21
37ACADVLGSM4909282HumanBreastIDC6.91e-27-6.48e-01-0.0288
37ACADVLGSM4909285HumanBreastIDC2.82e-11-4.31e-010.21
37ACADVLGSM4909286HumanBreastIDC8.44e-34-7.11e-010.1081
37ACADVLGSM4909287HumanBreastIDC1.15e-21-6.15e-010.2057
37ACADVLGSM4909288HumanBreastIDC7.28e-08-6.27e-010.0988
37ACADVLGSM4909290HumanBreastIDC9.24e-20-6.51e-010.2096
37ACADVLGSM4909291HumanBreastIDC8.17e-13-6.02e-010.1753
37ACADVLGSM4909293HumanBreastIDC6.07e-17-5.43e-010.1581
37ACADVLGSM4909294HumanBreastIDC1.27e-26-6.72e-010.2022
37ACADVLGSM4909295HumanBreastIDC7.96e-05-4.69e-010.0898
37ACADVLGSM4909296HumanBreastIDC1.63e-38-7.32e-010.1524
37ACADVLGSM4909297HumanBreastIDC9.42e-22-3.12e-010.1517
37ACADVLGSM4909298HumanBreastIDC6.95e-08-3.59e-010.1551
37ACADVLGSM4909301HumanBreastIDC1.11e-20-6.29e-010.1577
37ACADVLGSM4909302HumanBreastIDC6.60e-07-3.80e-010.1545
37ACADVLGSM4909307HumanBreastIDC3.13e-22-6.49e-010.1569
37ACADVLGSM4909308HumanBreastIDC2.92e-15-5.10e-010.158
37ACADVLGSM4909309HumanBreastIDC2.25e-13-5.02e-010.0483
37ACADVLGSM4909311HumanBreastIDC5.38e-47-6.40e-010.1534
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00092667BreastPrecancerresponse to temperature stimulus27/1080178/187233.85e-061.21e-0427
GO:00192164BreastPrecancerregulation of lipid metabolic process34/1080331/187238.14e-049.55e-0334
GO:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00094097BreastPrecancerresponse to cold9/108049/187231.74e-031.74e-029
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:00620126BreastPrecancerregulation of small molecule metabolic process32/1080334/187233.45e-032.87e-0232
GO:00423044BreastPrecancerregulation of fatty acid biosynthetic process8/108049/187236.53e-034.51e-028
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:001598013BreastIDCenergy derivation by oxidation of organic compounds73/1434318/187238.70e-183.80e-1573
GO:000926612BreastIDCresponse to temperature stimulus34/1434178/187235.88e-072.83e-0534
GO:000940912BreastIDCresponse to cold13/143449/187235.70e-051.20e-0313
GO:001921612BreastIDCregulation of lipid metabolic process45/1434331/187231.21e-042.24e-0345
GO:00192184BreastIDCregulation of steroid metabolic process18/1434100/187235.40e-046.96e-0318
GO:00468904BreastIDCregulation of lipid biosynthetic process26/1434171/187235.92e-047.50e-0326
GO:007233012BreastIDCmonocarboxylic acid biosynthetic process29/1434214/187231.91e-031.83e-0229
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
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
hsa000714ColorectumMSSFatty acid degradation17/187543/84657.50e-032.86e-021.75e-0217
hsa000715ColorectumMSSFatty acid degradation17/187543/84657.50e-032.86e-021.75e-0217
hsa000716ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa000717ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa012129EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0121214EsophagusESCCFatty acid metabolism41/420557/84655.13e-041.75e-038.98e-0441
hsa0007121LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa012122LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa04936LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa0007131LiverCirrhoticFatty acid degradation29/253043/84653.87e-074.95e-063.05e-0629
hsa012123LiverCirrhoticFatty acid metabolism32/253057/84653.12e-052.47e-041.52e-0432
hsa049361LiverCirrhoticAlcoholic liver disease60/2530142/84651.07e-035.85e-033.61e-0360
hsa012124LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
hsa0007141LiverHCCFatty acid degradation33/402043/84658.41e-054.27e-042.37e-0433
hsa049362LiverHCCAlcoholic liver disease89/4020142/84651.73e-048.53e-044.75e-0489
hsa012125LiverHCCFatty acid metabolism45/402057/84651.05e-061.10e-056.09e-0645
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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
ACADVLSNVMissense_Mutationc.232N>Tp.His78Tyrp.H78YP49748protein_codingtolerated(1)benign(0.093)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
ACADVLSNVMissense_Mutationrs794727111c.1435C>Tp.Arg479Cysp.R479CP49748protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ACADVLSNVMissense_Mutationc.874G>Cp.Asp292Hisp.D292HP49748protein_codingdeleterious(0)probably_damaging(0.97)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ACADVLSNVMissense_Mutationrs762653370c.1021N>Tp.Pro341Serp.P341SP49748protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACADVLSNVMissense_Mutationnovelc.1619N>Ap.Ser540Asnp.S540NP49748protein_codingtolerated(0.23)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACADVLSNVMissense_Mutationc.1937N>Gp.Ser646Cysp.S646CP49748protein_codingdeleterious(0.03)benign(0.056)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACADVLSNVMissense_Mutationnovelc.28N>Ap.Gly10Argp.G10RP49748protein_codingtolerated_low_confidence(0.75)unknown(0)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACADVLSNVMissense_Mutationc.778T>Cp.Cys260Argp.C260RP49748protein_codingdeleterious(0.04)possibly_damaging(0.89)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ACADVLSNVMissense_Mutationc.673N>Ap.Leu225Ilep.L225IP49748protein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACADVLdeletionFrame_Shift_Delnovelc.1450_1451delNNp.Phe484Terp.F484*P49748protein_codingTCGA-AA-3845-01Colorectumcolon 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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