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: ACADS

Gene summary for ACADS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACADS

Gene ID

35

Gene nameacyl-CoA dehydrogenase short chain
Gene AliasACAD3
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

E5KSD5


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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
35ACADSHTA11_347_2000001011HumanColorectumAD9.38e-114.22e-01-0.1954
35ACADSHTA11_83_2000001011HumanColorectumSER2.28e-065.93e-01-0.1526
35ACADSHTA11_696_2000001011HumanColorectumAD1.55e-124.19e-01-0.1464
35ACADSHTA11_866_2000001011HumanColorectumAD3.55e-052.94e-01-0.1001
35ACADSHTA11_1391_2000001011HumanColorectumAD9.65e-063.62e-01-0.059
35ACADSHTA11_10623_2000001011HumanColorectumAD2.37e-045.64e-01-0.0177
35ACADSA015-C-203HumanColorectumFAP1.27e-031.46e-01-0.1294
35ACADSA002-C-205HumanColorectumFAP1.17e-03-1.43e-01-0.1236
35ACADSA015-C-104HumanColorectumFAP6.04e-036.92e-02-0.1899
35ACADSA002-C-116HumanColorectumFAP9.33e-06-2.01e-01-0.0452
35ACADSLZE4THumanEsophagusESCC7.24e-048.20e-020.0811
35ACADSLZE7THumanEsophagusESCC7.02e-092.21e-010.0667
35ACADSLZE8THumanEsophagusESCC2.79e-071.39e-010.067
35ACADSLZE20THumanEsophagusESCC2.05e-071.36e-010.0662
35ACADSLZE24THumanEsophagusESCC2.72e-153.20e-010.0596
35ACADSP1T-EHumanEsophagusESCC1.31e-133.37e-010.0875
35ACADSP2T-EHumanEsophagusESCC1.21e-244.24e-010.1177
35ACADSP4T-EHumanEsophagusESCC4.29e-204.58e-010.1323
35ACADSP5T-EHumanEsophagusESCC1.07e-102.30e-010.1327
35ACADSP8T-EHumanEsophagusESCC2.95e-224.09e-010.0889
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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
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
∗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: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: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:0046459ColorectumADshort-chain fatty acid metabolic process8/391815/187235.67e-033.64e-028
GO:00160421ColorectumSERlipid catabolic process77/2897320/187233.52e-059.18e-0477
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00090621ColorectumSERfatty acid catabolic process31/2897100/187237.09e-051.61e-0331
GO:00066351ColorectumSERfatty acid beta-oxidation24/289774/187232.09e-043.77e-0324
GO:00723291ColorectumSERmonocarboxylic acid catabolic process34/2897122/187233.27e-045.22e-0334
GO:00193951ColorectumSERfatty acid oxidation29/2897103/187237.24e-049.44e-0329
GO:00442421ColorectumSERcellular lipid catabolic process51/2897214/187238.60e-041.05e-0251
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00280ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa00640ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa006401ColorectumADPropanoate metabolism18/209232/84651.33e-041.11e-037.08e-0418
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006402ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa006403ColorectumSERPropanoate metabolism13/158032/84653.20e-032.12e-021.54e-0213
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa012006ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006406ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
hsa002804ColorectumFAPValine, leucine and isoleucine degradation18/140448/84653.94e-043.06e-031.86e-0318
hsa000716ColorectumFAPFatty acid degradation15/140443/84652.73e-031.23e-027.50e-0315
hsa012007ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa006407ColorectumFAPPropanoate metabolism15/140432/84656.21e-056.10e-043.71e-0415
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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
ACADSSNVMissense_Mutationnovelc.1117N>Tp.Val373Leup.V373LP16219protein_codingtolerated(0.05)benign(0.299)TCGA-BH-A5J0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ACADSSNVMissense_Mutationrs142476255c.215N>Gp.Lys72Argp.K72RP16219protein_codingtolerated(0.27)benign(0.003)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
ACADSSNVMissense_Mutationrs756016434c.517N>Ap.Glu173Lysp.E173KP16219protein_codingtolerated(0.3)benign(0.021)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
ACADSSNVMissense_Mutationnovelc.1121C>Gp.Thr374Argp.T374RP16219protein_codingtolerated(0.82)benign(0.005)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACADSSNVMissense_Mutationrs148588313c.656N>Tp.Thr219Metp.T219MP16219protein_codingtolerated(0.14)benign(0.183)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ACADSSNVMissense_Mutationc.233N>Ap.Gly78Glup.G78EP16219protein_codingdeleterious(0.02)probably_damaging(0.985)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACADSSNVMissense_Mutationc.719N>Gp.Asn240Serp.N240SP16219protein_codingtolerated(0.25)benign(0)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
ACADSSNVMissense_Mutationrs199633532c.989G>Ap.Arg330Hisp.R330HP16219protein_codingdeleterious(0.03)benign(0.111)TCGA-AF-2693-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACADSSNVMissense_Mutationnovelc.159G>Cp.Leu53Phep.L53FP16219protein_codingdeleterious(0.01)possibly_damaging(0.764)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
ACADSSNVMissense_Mutationrs183161718c.1130N>Tp.Pro377Leup.P377LP16219protein_codingdeleterious(0)probably_damaging(0.911)TCGA-AH-6903-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuCR
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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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