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: ACER3

Gene summary for ACER3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACER3

Gene ID

55331

Gene namealkaline ceramidase 3
Gene AliasAPHC
Cytomap11q13.5
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

B7Z2Q2


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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
55331ACER3HTA11_3410_2000001011HumanColorectumAD4.90e-10-4.42e-010.0155
55331ACER3HTA11_347_2000001011HumanColorectumAD6.39e-065.00e-01-0.1954
55331ACER3HTA11_866_3004761011HumanColorectumAD4.47e-02-3.59e-010.096
55331ACER3HTA11_10711_2000001011HumanColorectumAD5.90e-03-3.78e-010.0338
55331ACER3HTA11_7696_3000711011HumanColorectumAD2.33e-11-3.79e-010.0674
55331ACER3HTA11_99999970781_79442HumanColorectumMSS4.20e-08-2.74e-010.294
55331ACER3HTA11_99999971662_82457HumanColorectumMSS2.39e-08-2.68e-010.3859
55331ACER3HTA11_99999974143_84620HumanColorectumMSS1.30e-12-4.17e-010.3005
55331ACER3A002-C-010HumanColorectumFAP4.33e-02-1.81e-010.242
55331ACER3A015-C-203HumanColorectumFAP2.87e-22-3.70e-01-0.1294
55331ACER3A015-C-204HumanColorectumFAP2.60e-04-3.43e-01-0.0228
55331ACER3A014-C-040HumanColorectumFAP4.00e-02-4.32e-01-0.1184
55331ACER3A002-C-201HumanColorectumFAP8.26e-14-4.38e-010.0324
55331ACER3A002-C-203HumanColorectumFAP1.56e-02-1.38e-010.2786
55331ACER3A001-C-119HumanColorectumFAP5.92e-06-4.75e-01-0.1557
55331ACER3A001-C-108HumanColorectumFAP3.47e-18-3.92e-01-0.0272
55331ACER3A002-C-021HumanColorectumFAP1.82e-02-1.66e-010.1171
55331ACER3A002-C-205HumanColorectumFAP4.55e-15-4.38e-01-0.1236
55331ACER3A001-C-104HumanColorectumFAP2.08e-09-3.32e-010.0184
55331ACER3A015-C-005HumanColorectumFAP1.19e-03-2.82e-01-0.0336
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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
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:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0016042ColorectumADlipid catabolic process97/3918320/187234.31e-057.56e-0497
GO:0044242ColorectumADcellular lipid catabolic process66/3918214/187233.96e-044.50e-0366
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00160422ColorectumMSSlipid catabolic process77/3467320/187237.43e-034.71e-0277
GO:00442422ColorectumFAPcellular lipid catabolic process49/2622214/187232.87e-043.77e-0349
GO:00160423ColorectumFAPlipid catabolic process65/2622320/187231.13e-031.08e-0265
GO:00060663ColorectumFAPalcohol metabolic process69/2622353/187232.29e-031.85e-0269
GO:0046519ColorectumFAPsphingoid metabolic process8/262221/187235.43e-033.53e-028
GO:00160424ColorectumCRClipid catabolic process53/2078320/187231.89e-031.93e-0253
GO:00060664ColorectumCRCalcohol metabolic process57/2078353/187232.37e-032.27e-0257
GO:00442423ColorectumCRCcellular lipid catabolic process37/2078214/187234.16e-033.40e-0237
GO:00465191ColorectumCRCsphingoid metabolic process7/207821/187235.85e-034.32e-027
GO:0019751ColorectumCRCpolyol metabolic process22/2078114/187236.73e-034.77e-0222
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00425524EsophagusESCCmyelination85/8552134/187232.51e-052.13e-0485
GO:00072724EsophagusESCCensheathment of neurons86/8552136/187232.68e-052.24e-0486
GO:00083664EsophagusESCCaxon ensheathment86/8552136/187232.68e-052.24e-0486
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
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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
ACER3SNVMissense_Mutationc.599N>Cp.Arg200Thrp.R200TQ9NUN7protein_codingtolerated(0.08)possibly_damaging(0.556)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ACER3SNVMissense_Mutationnovelc.421G>Cp.Glu141Glnp.E141QQ9NUN7protein_codingtolerated(0.36)benign(0.018)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ACER3SNVMissense_Mutationc.55N>Tp.Asp19Tyrp.D19YQ9NUN7protein_codingdeleterious(0)probably_damaging(0.964)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ACER3SNVMissense_Mutationc.336G>Tp.Lys112Asnp.K112NQ9NUN7protein_codingdeleterious(0.02)probably_damaging(0.917)TCGA-C8-A138-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ACER3SNVMissense_Mutationc.476N>Tp.Arg159Leup.R159LQ9NUN7protein_codingtolerated(0.21)benign(0.048)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
ACER3SNVMissense_Mutationrs756951583c.172N>Ap.Gly58Serp.G58SQ9NUN7protein_codingdeleterious(0.04)possibly_damaging(0.591)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ACER3SNVMissense_Mutationc.788N>Gp.Pro263Argp.P263RQ9NUN7protein_codingdeleterious_low_confidence(0)benign(0.001)TCGA-G4-6294-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
ACER3SNVMissense_Mutationnovelc.407A>Gp.Tyr136Cysp.Y136CQ9NUN7protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
ACER3SNVMissense_Mutationnovelc.342G>Tp.Lys114Asnp.K114NQ9NUN7protein_codingdeleterious(0.04)benign(0.412)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ACER3SNVMissense_Mutationnovelc.709N>Cp.Tyr237Hisp.Y237HQ9NUN7protein_codingtolerated(0.2)benign(0.015)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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