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: ALDH1A2

Gene summary for ALDH1A2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDH1A2

Gene ID

8854

Gene namealdehyde dehydrogenase 1 family member A2
Gene AliasRALDH(II)
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

O94788


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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
8854ALDH1A2AEH-subject1HumanEndometriumAEH1.10e-13-4.57e-01-0.3059
8854ALDH1A2AEH-subject2HumanEndometriumAEH1.53e-22-5.66e-01-0.2525
8854ALDH1A2AEH-subject3HumanEndometriumAEH5.48e-24-5.70e-01-0.2576
8854ALDH1A2AEH-subject4HumanEndometriumAEH7.86e-04-2.26e-01-0.2657
8854ALDH1A2AEH-subject5HumanEndometriumAEH6.64e-29-5.96e-01-0.2953
8854ALDH1A2EEC-subject1HumanEndometriumEEC3.67e-09-4.19e-01-0.2682
8854ALDH1A2EEC-subject2HumanEndometriumEEC9.07e-29-5.89e-01-0.2607
8854ALDH1A2EEC-subject3HumanEndometriumEEC9.67e-36-5.96e-01-0.2525
8854ALDH1A2EEC-subject4HumanEndometriumEEC1.06e-29-5.87e-01-0.2571
8854ALDH1A2EEC-subject5HumanEndometriumEEC4.08e-29-6.10e-01-0.249
8854ALDH1A2GSM5276934HumanEndometriumEEC9.50e-27-5.40e-01-0.0913
8854ALDH1A2GSM5276935HumanEndometriumEEC1.02e-37-6.42e-01-0.123
8854ALDH1A2GSM5276937HumanEndometriumEEC1.36e-07-4.19e-01-0.0897
8854ALDH1A2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.26e-30-6.49e-01-0.1869
8854ALDH1A2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.98e-27-6.49e-01-0.1875
8854ALDH1A2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.97e-28-6.34e-01-0.1883
8854ALDH1A2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.09e-32-5.78e-01-0.1934
8854ALDH1A2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.98e-39-6.44e-01-0.1917
8854ALDH1A2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.37e-40-6.49e-01-0.1916
8854ALDH1A2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC7.60e-18-5.23e-01-0.1269
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00605376EndometriumAEHmuscle tissue development83/2100403/187232.57e-081.50e-0683
GO:003052210EndometriumAEHintracellular receptor signaling pathway60/2100265/187237.16e-083.77e-0660
GO:00506738EndometriumAEHepithelial cell proliferation84/2100437/187234.88e-071.94e-0584
GO:004873216EndometriumAEHgland development83/2100436/187238.62e-073.11e-0583
GO:00147065EndometriumAEHstriated muscle tissue development75/2100384/187231.06e-063.62e-0575
GO:00016556EndometriumAEHurogenital system development67/2100338/187232.30e-066.76e-0567
GO:00506788EndometriumAEHregulation of epithelial cell proliferation73/2100381/187233.04e-068.44e-0573
GO:00720015EndometriumAEHrenal system development61/2100302/187233.43e-069.24e-0561
GO:00323557EndometriumAEHresponse to estradiol34/2100141/187231.13e-052.53e-0434
GO:00018224EndometriumAEHkidney development57/2100293/187232.25e-054.35e-0457
GO:00487625EndometriumAEHmesenchymal cell differentiation46/2100236/187231.27e-041.74e-0346
GO:00604853EndometriumAEHmesenchyme development54/2100291/187231.34e-041.83e-0354
GO:003166716EndometriumAEHresponse to nutrient levels78/2100474/187233.26e-043.64e-0378
GO:00488635EndometriumAEHstem cell differentiation40/2100206/187233.67e-043.99e-0340
GO:006100810EndometriumAEHhepaticobiliary system development31/2100150/187235.41e-045.45e-0331
GO:00351073EndometriumAEHappendage morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00351083EndometriumAEHlimb morphogenesis29/2100138/187236.06e-045.94e-0329
GO:00030072EndometriumAEHheart morphogenesis45/2100246/187236.41e-046.23e-0345
GO:0048738EndometriumAEHcardiac muscle tissue development43/2100236/187239.06e-048.30e-0343
GO:00487366EndometriumAEHappendage development33/2100172/187231.41e-031.18e-0233
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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
ALDH1A2SNVMissense_Mutationc.46N>Ap.Pro16Thrp.P16TO94788protein_codingdeleterious_low_confidence(0.01)benign(0.007)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ALDH1A2SNVMissense_Mutationnovelc.875N>Tp.Pro292Leup.P292LO94788protein_codingdeleterious(0.01)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH1A2SNVMissense_Mutationc.1234N>Gp.Arg412Glyp.R412GO94788protein_codingdeleterious(0.03)probably_damaging(0.954)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALDH1A2SNVMissense_Mutationc.73C>Gp.Leu25Valp.L25VO94788protein_codingtolerated_low_confidence(0.24)benign(0)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ALDH1A2SNVMissense_Mutationc.755N>Gp.Ser252Cysp.S252CO94788protein_codingdeleterious(0.03)possibly_damaging(0.838)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH1A2SNVMissense_Mutationc.755N>Gp.Ser252Cysp.S252CO94788protein_codingdeleterious(0.03)possibly_damaging(0.838)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ALDH1A2SNVMissense_Mutationc.62N>Tp.Ala21Valp.A21VO94788protein_codingtolerated_low_confidence(0.07)benign(0.019)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ALDH1A2SNVMissense_Mutationc.181G>Ap.Ala61Thrp.A61TO94788protein_codingtolerated(0.31)possibly_damaging(0.617)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ALDH1A2SNVMissense_Mutationrs563668428c.1234N>Tp.Arg412Trpp.R412WO94788protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ALDH1A2SNVMissense_Mutationrs376965202c.1181G>Ap.Arg394Glnp.R394QO94788protein_codingtolerated(0.06)benign(0.012)TCGA-AA-3864-01Colorectumcolon 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
8854ALDH1A2DRUGGABLE GENOME, ENZYMERETINOLRETINOL9666306
8854ALDH1A2DRUGGABLE GENOME, ENZYMEhydrochlorothiazideHYDROCHLOROTHIAZIDE29097388
8854ALDH1A2DRUGGABLE GENOME, ENZYMEatenololATENOLOL29097388
8854ALDH1A2DRUGGABLE GENOME, ENZYMEVITAMIN A9666306,11133156
8854ALDH1A2DRUGGABLE GENOME, ENZYMERETINOIDS11751205
8854ALDH1A2DRUGGABLE GENOME, ENZYMEBisphosphonates
8854ALDH1A2DRUGGABLE GENOME, ENZYMERETINOIC ACID11306068,15652703,14623241
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