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: ACER2

Gene summary for ACER2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACER2

Gene ID

340485

Gene namealkaline ceramidase 2
Gene AliasALKCDase2
Cytomap9p22.1
Gene Typeprotein-coding
GO ID

GO:0001952

UniProtAcc

B3KVV5


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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
340485ACER2Pat01-BHumanStomachGC2.99e-021.11e-010.5754
340485ACER2Pat02-BHumanStomachGC4.27e-061.68e-010.0368
340485ACER2Pat03-BHumanStomachGC1.08e-041.51e-010.3693
340485ACER2Pat04-BHumanStomachGC1.45e-224.85e-01-0.1483
340485ACER2Pat05-BHumanStomachGC8.40e-082.97e-01-0.0353
340485ACER2Pat06-BHumanStomachGC4.68e-244.16e-01-0.1961
340485ACER2Pat08-BHumanStomachGC3.44e-032.18e-010.0182
340485ACER2Pat10-BHumanStomachGC2.54e-053.43e-010.084
340485ACER2Pat11-BHumanStomachGC3.11e-205.55e-01-0.182
340485ACER2Pat12-BHumanStomachGC1.84e-031.39e-010.0325
340485ACER2Pat13-BHumanStomachGC6.98e-062.46e-010.0555
340485ACER2Pat15-BHumanStomachGC2.49e-113.21e-01-0.0778
340485ACER2Pat16-BHumanStomachGC1.87e-042.03e-010.1918
340485ACER2Pat18-BHumanStomachGC8.97e-173.96e-01-0.0432
340485ACER2Pat19-BHumanStomachGC3.48e-041.78e-010.0826
340485ACER2Pat22-BHumanStomachGC5.70e-254.84e-01-0.1042
340485ACER2Pat24-BHumanStomachGC6.84e-093.08e-01-0.1184
340485ACER2Pat25-AHumanStomachCAG with IM3.75e-224.38e-01-0.1648
340485ACER2Pat26-AHumanStomachCSG1.55e-133.33e-01-0.2402
340485ACER2Pat28-AHumanStomachCSG5.96e-092.51e-01-0.2594
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00525476StomachGCregulation of peptidase activity67/1159461/187235.35e-111.10e-0867
GO:00525486StomachGCregulation of endopeptidase activity63/1159432/187231.76e-102.82e-0863
GO:20001166StomachGCregulation of cysteine-type endopeptidase activity37/1159235/187231.47e-078.52e-0637
GO:00442424StomachGCcellular lipid catabolic process32/1159214/187233.16e-061.29e-0432
GO:00432816StomachGCregulation of cysteine-type endopeptidase activity involved in apoptotic process31/1159209/187235.31e-062.11e-0431
GO:00160425StomachGClipid catabolic process41/1159320/187237.84e-062.80e-0441
GO:00723316StomachGCsignal transduction by p53 class mediator26/1159163/187237.98e-062.82e-0426
GO:00458626StomachGCpositive regulation of proteolysis44/1159372/187232.81e-057.88e-0444
GO:00060665StomachGCalcohol metabolic process41/1159353/187237.85e-051.68e-0341
GO:00109526StomachGCpositive regulation of peptidase activity27/1159197/187238.57e-051.79e-0327
GO:00108106StomachGCregulation of cell-substrate adhesion28/1159221/187232.49e-044.17e-0328
GO:00109506StomachGCpositive regulation of endopeptidase activity24/1159179/187232.90e-044.67e-0324
GO:00315895StomachGCcell-substrate adhesion40/1159363/187232.91e-044.68e-0340
GO:00303306StomachGCDNA damage response, signal transduction by p53 class mediator13/115972/187234.25e-046.35e-0313
GO:20010565StomachGCpositive regulation of cysteine-type endopeptidase activity20/1159148/187238.11e-041.02e-0220
GO:00071623StomachGCnegative regulation of cell adhesion32/1159303/187232.24e-032.20e-0232
GO:00019525StomachGCregulation of cell-matrix adhesion17/1159128/187232.33e-032.25e-0217
GO:00432805StomachGCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process17/1159129/187232.54e-032.39e-0217
GO:00071605StomachGCcell-matrix adhesion25/1159233/187235.24e-034.11e-0225
GO:005254711StomachCAG with IMregulation of peptidase activity61/1050461/187233.60e-106.00e-0861
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ACER2SNVMissense_Mutationrs369508087c.194A>Gp.Tyr65Cysp.Y65CQ5QJU3protein_codingtolerated(0.11)probably_damaging(0.969)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
ACER2SNVMissense_Mutationc.707N>Tp.Ser236Leup.S236LQ5QJU3protein_codingtolerated(0.16)benign(0.345)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ACER2SNVMissense_Mutationc.819N>Cp.Lys273Asnp.K273NQ5QJU3protein_codingdeleterious_low_confidence(0)benign(0.376)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ACER2insertionNonsense_Mutationnovelc.329_330insTCTTATTTAATTCTTAGTTAATAAGAATAAGAGAGGAGCTTGGGp.Arg111LeufsTer3p.R111Lfs*3Q5QJU3protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ACER2SNVMissense_Mutationnovelc.58T>Gp.Cys20Glyp.C20GQ5QJU3protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
ACER2SNVMissense_Mutationrs149224164c.518G>Ap.Arg173Hisp.R173HQ5QJU3protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AD-6899-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ACER2SNVMissense_Mutationrs767197220c.73N>Gp.Thr25Alap.T25AQ5QJU3protein_codingtolerated(0.88)benign(0.005)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ACER2SNVMissense_Mutationrs770384271c.235N>Ap.Val79Ilep.V79IQ5QJU3protein_codingtolerated(0.14)benign(0.269)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ACER2SNVMissense_Mutationnovelc.490N>Ap.Ala164Thrp.A164TQ5QJU3protein_codingtolerated(0.62)benign(0.003)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ACER2SNVMissense_Mutationnovelc.490N>Ap.Ala164Thrp.A164TQ5QJU3protein_codingtolerated(0.62)benign(0.003)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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