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: ALDH5A1

Gene summary for ALDH5A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDH5A1

Gene ID

7915

Gene namealdehyde dehydrogenase 5 family member A1
Gene AliasSSADH
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

P51649


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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
7915ALDH5A1LZE24THumanEsophagusESCC1.23e-059.34e-020.0596
7915ALDH5A1P1T-EHumanEsophagusESCC2.36e-022.28e-010.0875
7915ALDH5A1P2T-EHumanEsophagusESCC1.53e-193.82e-010.1177
7915ALDH5A1P4T-EHumanEsophagusESCC3.16e-132.16e-010.1323
7915ALDH5A1P8T-EHumanEsophagusESCC2.02e-061.29e-010.0889
7915ALDH5A1P9T-EHumanEsophagusESCC1.20e-028.11e-020.1131
7915ALDH5A1P11T-EHumanEsophagusESCC2.01e-021.65e-010.1426
7915ALDH5A1P12T-EHumanEsophagusESCC4.40e-091.90e-010.1122
7915ALDH5A1P15T-EHumanEsophagusESCC4.40e-028.02e-020.1149
7915ALDH5A1P16T-EHumanEsophagusESCC9.02e-111.86e-010.1153
7915ALDH5A1P20T-EHumanEsophagusESCC5.46e-051.33e-010.1124
7915ALDH5A1P22T-EHumanEsophagusESCC5.95e-294.59e-010.1236
7915ALDH5A1P23T-EHumanEsophagusESCC1.04e-092.71e-010.108
7915ALDH5A1P26T-EHumanEsophagusESCC1.88e-041.16e-010.1276
7915ALDH5A1P27T-EHumanEsophagusESCC1.13e-162.91e-010.1055
7915ALDH5A1P28T-EHumanEsophagusESCC5.00e-172.65e-010.1149
7915ALDH5A1P30T-EHumanEsophagusESCC2.43e-175.35e-010.137
7915ALDH5A1P36T-EHumanEsophagusESCC5.38e-061.26e-010.1187
7915ALDH5A1P38T-EHumanEsophagusESCC2.79e-041.78e-010.127
7915ALDH5A1P42T-EHumanEsophagusESCC1.15e-021.13e-010.1175
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00097919EsophagusESCCpost-embryonic development56/855280/187239.08e-068.71e-0556
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00436485EsophagusESCCdicarboxylic acid metabolic process58/855296/187232.55e-031.09e-0258
GO:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00436483LiverNAFLDdicarboxylic acid metabolic process22/188296/187231.73e-043.08e-0322
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:0009064LiverHCCglutamine family amino acid metabolic process47/795878/187231.17e-036.54e-0347
GO:0006536LiverHCCglutamate metabolic process21/795833/187231.16e-024.28e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00650LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa006501LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa006504LiverHCCButanoate metabolism19/402027/84651.37e-023.33e-021.85e-0219
hsa006505LiverHCCButanoate metabolism19/402027/84651.37e-023.33e-021.85e-0219
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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
ALDH5A1SNVMissense_Mutationnovelc.674N>Ap.Val225Aspp.V225DP51649protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALDH5A1SNVMissense_Mutationrs768957232c.1420N>Ap.Ala474Thrp.A474TP51649protein_codingdeleterious(0.03)benign(0.087)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALDH5A1SNVMissense_Mutationc.396A>Gp.Ile132Metp.I132MP51649protein_codingtolerated(1)benign(0.011)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALDH5A1SNVMissense_Mutationnovelc.1478N>Ap.Arg493Lysp.R493KP51649protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-D8-A27T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ALDH5A1SNVMissense_Mutationc.872N>Tp.Ser291Phep.S291FP51649protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALDH5A1SNVMissense_Mutationnovelc.1639N>Ap.Gly547Serp.G547SP51649protein_codingdeleterious(0.03)possibly_damaging(0.595)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH5A1SNVMissense_Mutationc.363T>Gp.Ser121Argp.S121RP51649protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ALDH5A1SNVMissense_Mutationc.1212G>Tp.Lys404Asnp.K404NP51649protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-A01S-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
ALDH5A1SNVMissense_Mutationrs754091433c.1147N>Ap.Val383Ilep.V383IP51649protein_codingtolerated(0.14)benign(0.006)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ALDH5A1SNVMissense_Mutationc.409N>Tp.Asp137Tyrp.D137YP51649protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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
7915ALDH5A1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL433VALPROATE SODIUM
7915ALDH5A1DRUGGABLE GENOME, ENZYMEmethadoneMETHADONE24230997
7915ALDH5A1DRUGGABLE GENOME, ENZYMEvalproic acid23407051
7915ALDH5A1DRUGGABLE GENOME, ENZYMET83193
7915ALDH5A1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL2105613DIVALPROEX SODIUM
7915ALDH5A1DRUGGABLE GENOME, ENZYMEVALPROIC ACIDVALPROIC ACID11086726
7915ALDH5A1DRUGGABLE GENOME, ENZYMEinhibitor252827498CHEMBL378577
7915ALDH5A1DRUGGABLE GENOME, ENZYMESuccinic acid
7915ALDH5A1DRUGGABLE GENOME, ENZYMEChlormerodrinCHLORMERODRIN
7915ALDH5A1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL109VALPROIC ACID
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