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: ASAH1

Gene summary for ASAH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ASAH1

Gene ID

427

Gene nameN-acylsphingosine amidohydrolase 1
Gene AliasAC
Cytomap8p22
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

A8K0B6


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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
427ASAH1GSM4909281HumanBreastIDC2.63e-246.20e-010.21
427ASAH1GSM4909293HumanBreastIDC2.09e-174.86e-010.1581
427ASAH1GSM4909296HumanBreastIDC4.66e-061.66e-010.1524
427ASAH1GSM4909297HumanBreastIDC1.14e-04-8.20e-020.1517
427ASAH1GSM4909301HumanBreastIDC6.83e-398.25e-010.1577
427ASAH1GSM4909302HumanBreastIDC2.90e-083.82e-010.1545
427ASAH1GSM4909303HumanBreastIDC4.33e-023.63e-010.0438
427ASAH1GSM4909307HumanBreastIDC1.68e-276.90e-010.1569
427ASAH1GSM4909308HumanBreastIDC2.54e-579.44e-010.158
427ASAH1GSM4909309HumanBreastIDC6.07e-052.94e-010.0483
427ASAH1GSM4909311HumanBreastIDC3.98e-215.26e-020.1534
427ASAH1GSM4909312HumanBreastIDC1.24e-042.02e-010.1552
427ASAH1GSM4909313HumanBreastIDC2.58e-032.19e-010.0391
427ASAH1GSM4909317HumanBreastIDC9.76e-032.36e-010.1355
427ASAH1GSM4909319HumanBreastIDC6.27e-18-2.87e-010.1563
427ASAH1GSM4909321HumanBreastIDC1.74e-064.36e-020.1559
427ASAH1brca2HumanBreastPrecancer5.62e-083.39e-01-0.024
427ASAH1NCCBC11HumanBreastDCIS2.97e-022.68e-010.1232
427ASAH1NCCBC14HumanBreastDCIS5.89e-112.66e-010.2021
427ASAH1NCCBC2HumanBreastDCIS5.32e-051.65e-010.1554
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00713568BreastPrecancercellular response to tumor necrosis factor28/1080229/187231.42e-042.45e-0328
GO:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00346128BreastPrecancerresponse to tumor necrosis factor29/1080253/187233.32e-044.70e-0329
GO:0010939BreastPrecancerregulation of necrotic cell death9/108042/187235.42e-046.97e-039
GO:0070265BreastPrecancernecrotic cell death11/108062/187237.54e-049.01e-0311
GO:00192164BreastPrecancerregulation of lipid metabolic process34/1080331/187238.14e-049.55e-0334
GO:00099136BreastPrecancerepidermal cell differentiation23/1080202/187231.43e-031.50e-0223
GO:00302163BreastPrecancerkeratinocyte differentiation17/1080139/187232.71e-032.39e-0217
GO:007135613BreastIDCcellular response to tumor necrosis factor35/1434229/187236.64e-051.35e-0335
GO:001921612BreastIDCregulation of lipid metabolic process45/1434331/187231.21e-042.24e-0345
GO:003461213BreastIDCresponse to tumor necrosis factor36/1434253/187232.29e-043.64e-0336
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:00508102BreastIDCregulation of steroid biosynthetic process14/143469/187236.37e-047.94e-0314
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:00066944BreastIDCsteroid biosynthetic process25/1434173/187231.56e-031.56e-0225
GO:000991312BreastIDCepidermal cell differentiation28/1434202/187231.62e-031.60e-0228
GO:00302161BreastIDCkeratinocyte differentiation21/1434139/187232.06e-031.95e-0221
GO:00435883BreastIDCskin development33/1434263/187233.46e-032.87e-0233
GO:00109391BreastIDCregulation of necrotic cell death9/143442/187233.91e-033.20e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa040711ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa040712ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa040713ColorectumMSSSphingolipid signaling pathway40/1875121/84653.56e-031.64e-021.01e-0240
hsa040714ColorectumFAPSphingolipid signaling pathway34/1404121/84659.53e-045.22e-033.17e-0334
hsa040715ColorectumFAPSphingolipid signaling pathway34/1404121/84659.53e-045.22e-033.17e-0334
hsa040716ColorectumCRCSphingolipid signaling pathway30/1091121/84652.49e-043.09e-032.09e-0330
hsa040717ColorectumCRCSphingolipid signaling pathway30/1091121/84652.49e-043.09e-032.09e-0330
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa040718LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
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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
ASAH1SNVMissense_Mutationc.1199N>Gp.Tyr400Cysp.Y400CQ13510protein_codingdeleterious(0)probably_damaging(0.959)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ASAH1SNVMissense_Mutationc.1087N>Ap.Glu363Lysp.E363KQ13510protein_codingtolerated(0.65)benign(0.011)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ASAH1SNVMissense_Mutationc.143N>Ap.Arg48Lysp.R48KQ13510protein_codingtolerated(0.25)benign(0.07)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ASAH1SNVMissense_Mutationc.284N>Ap.Ser95Tyrp.S95YQ13510protein_codingtolerated(0.53)benign(0.007)TCGA-A6-5666-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ASAH1SNVMissense_Mutationc.341N>Gp.Asp114Glyp.D114GQ13510protein_codingdeleterious(0)possibly_damaging(0.723)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ASAH1SNVMissense_Mutationrs373012279c.1217N>Gp.Asp406Glyp.D406GQ13510protein_codingtolerated(0.27)benign(0.03)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ASAH1SNVMissense_Mutationnovelc.849G>Tp.Lys283Asnp.K283NQ13510protein_codingdeleterious(0.03)possibly_damaging(0.726)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ASAH1SNVMissense_Mutationnovelc.547N>Ap.Leu183Ilep.L183IQ13510protein_codingtolerated(0.09)benign(0.347)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ASAH1SNVMissense_Mutationrs551102859c.182N>Ap.Gly61Aspp.G61DQ13510protein_codingtolerated(0.34)benign(0.091)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ASAH1SNVMissense_Mutationnovelc.399G>Tp.Lys133Asnp.K133NQ13510protein_codingdeleterious(0.02)possibly_damaging(0.802)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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