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: ALDH1L1

Gene summary for ALDH1L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDH1L1

Gene ID

10840

Gene namealdehyde dehydrogenase 1 family member L1
Gene Alias10-FTHFDH
Cytomap3q21.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

O75891


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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
10840ALDH1L1HTA11_2487_2000001011HumanColorectumSER2.68e-166.51e-01-0.1808
10840ALDH1L1HTA11_1938_2000001011HumanColorectumAD2.50e-134.91e-01-0.0811
10840ALDH1L1HTA11_78_2000001011HumanColorectumAD1.64e-073.25e-01-0.1088
10840ALDH1L1HTA11_83_2000001011HumanColorectumSER2.59e-105.00e-01-0.1526
10840ALDH1L1HTA11_866_2000001011HumanColorectumAD1.66e-063.37e-01-0.1001
10840ALDH1L1HTA11_1391_2000001011HumanColorectumAD4.70e-114.70e-01-0.059
10840ALDH1L1HTA11_10711_2000001011HumanColorectumAD1.65e-042.40e-010.0338
10840ALDH1L1HTA11_7696_3000711011HumanColorectumAD6.76e-032.11e-010.0674
10840ALDH1L1NAFLD1HumanLiverNAFLD2.36e-106.79e-01-0.04
10840ALDH1L1S43HumanLiverCirrhotic6.60e-10-2.78e-01-0.0187
10840ALDH1L1HCC1_MengHumanLiverHCC5.43e-65-2.88e-020.0246
10840ALDH1L1HCC2_MengHumanLiverHCC1.51e-08-3.00e-010.0107
10840ALDH1L1cirrhotic1HumanLiverCirrhotic1.10e-04-2.49e-010.0202
10840ALDH1L1cirrhotic2HumanLiverCirrhotic1.20e-06-2.68e-010.0201
10840ALDH1L1HCC1HumanLiverHCC1.15e-416.33e+000.5336
10840ALDH1L1HCC2HumanLiverHCC7.94e-465.35e+000.5341
10840ALDH1L1HCC5HumanLiverHCC1.11e-043.49e+000.4932
10840ALDH1L1Pt13.bHumanLiverHCC2.93e-09-4.58e-020.0251
10840ALDH1L1Pt14.aHumanLiverHCC3.63e-021.95e-010.0169
10840ALDH1L1Pt14.bHumanLiverHCC1.62e-105.15e-010.018
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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
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:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0006730ColorectumADone-carbon metabolic process18/391840/187235.36e-045.74e-0318
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00442701ColorectumSERcellular nitrogen compound catabolic process99/2897451/187231.46e-042.86e-0399
GO:00467001ColorectumSERheterocycle catabolic process97/2897445/187232.20e-043.89e-0397
GO:19013611ColorectumSERorganic cyclic compound catabolic process104/2897495/187235.46e-047.63e-03104
GO:00067301ColorectumSERone-carbon metabolic process15/289740/187235.71e-047.86e-0315
GO:00194391ColorectumSERaromatic compound catabolic process98/2897467/187238.09e-041.01e-0298
GO:00160541ColorectumSERorganic acid catabolic process53/2897240/187234.04e-033.30e-0253
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
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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
ALDH1L1SNVMissense_Mutationrs752044328c.103N>Ap.Glu35Lysp.E35KO75891protein_codingtolerated_low_confidence(0.41)benign(0.012)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
ALDH1L1SNVMissense_Mutationnovelc.2215N>Ap.Glu739Lysp.E739KO75891protein_codingtolerated(0.15)benign(0.018)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ALDH1L1SNVMissense_Mutationnovelc.1492C>Gp.Leu498Valp.L498VO75891protein_codingdeleterious(0.02)benign(0.013)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ALDH1L1SNVMissense_Mutationc.228N>Cp.Leu76Phep.L76FO75891protein_codingdeleterious_low_confidence(0)probably_damaging(0.949)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ALDH1L1SNVMissense_Mutationc.2296G>Tp.Val766Leup.V766LO75891protein_codingdeleterious(0.03)benign(0)TCGA-E2-A14T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ALDH1L1insertionFrame_Shift_Insnovelc.1350_1351insTTTGGp.Thr451PhefsTer50p.T451Ffs*50O75891protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
ALDH1L1insertionNonsense_Mutationnovelc.1348_1349insGGAAAATTTGp.Glu450GlyfsTer4p.E450Gfs*4O75891protein_codingTCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
ALDH1L1deletionFrame_Shift_Delnovelc.2344delNp.Leu782TrpfsTer29p.L782Wfs*29O75891protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ALDH1L1SNVMissense_Mutationrs758569749c.1483C>Tp.Arg495Trpp.R495WO75891protein_codingdeleterious(0)probably_damaging(0.974)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH1L1SNVMissense_Mutationc.335N>Ap.Ser112Tyrp.S112YO75891protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-EA-A3QE-01Cervixcervical & endocervical cancerFemale<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
10840ALDH1L1DRUGGABLE GENOMEl-methionineMETHIONINE24651765
10840ALDH1L1DRUGGABLE GENOMEmethylphenidateMETHYLPHENIDATE
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