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: ALDH1B1

Gene summary for ALDH1B1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDH1B1

Gene ID

219

Gene namealdehyde dehydrogenase 1 family member B1
Gene AliasALDH5
Cytomap9p13.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P30837


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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
219ALDH1B1HTA11_3410_2000001011HumanColorectumAD2.63e-092.82e-010.0155
219ALDH1B1HTA11_2951_2000001011HumanColorectumAD3.56e-096.76e-010.0216
219ALDH1B1HTA11_1938_2000001011HumanColorectumAD1.55e-054.02e-01-0.0811
219ALDH1B1HTA11_347_2000001011HumanColorectumAD7.76e-031.63e-01-0.1954
219ALDH1B1HTA11_696_2000001011HumanColorectumAD2.77e-042.35e-01-0.1464
219ALDH1B1HTA11_1391_2000001011HumanColorectumAD3.63e-176.10e-01-0.059
219ALDH1B1HTA11_866_3004761011HumanColorectumAD8.94e-194.94e-010.096
219ALDH1B1HTA11_9408_2000001011HumanColorectumAD1.29e-035.93e-010.0451
219ALDH1B1HTA11_8622_2000001021HumanColorectumSER8.06e-043.07e-010.0528
219ALDH1B1HTA11_7663_2000001011HumanColorectumSER1.19e-169.00e-010.0131
219ALDH1B1HTA11_6801_2000001011HumanColorectumSER5.33e-035.78e-010.0171
219ALDH1B1HTA11_10711_2000001011HumanColorectumAD6.90e-103.85e-010.0338
219ALDH1B1HTA11_7696_3000711011HumanColorectumAD8.22e-174.46e-010.0674
219ALDH1B1HTA11_6818_2000001021HumanColorectumAD3.29e-073.24e-010.0588
219ALDH1B1HTA11_99999970781_79442HumanColorectumMSS3.76e-266.95e-010.294
219ALDH1B1HTA11_99999965104_69814HumanColorectumMSS1.09e-279.22e-010.281
219ALDH1B1HTA11_99999971662_82457HumanColorectumMSS1.41e-052.77e-010.3859
219ALDH1B1HTA11_99999974143_84620HumanColorectumMSS4.20e-083.10e-010.3005
219ALDH1B1HCC1_MengHumanLiverHCC1.28e-56-4.53e-020.0246
219ALDH1B1HCC2_MengHumanLiverHCC1.72e-09-1.37e-010.0107
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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:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0034310ColorectumADprimary alcohol catabolic process9/391815/187231.11e-031.01e-029
GO:0034308ColorectumADprimary alcohol metabolic process35/3918102/187231.16e-031.05e-0235
GO:0006067ColorectumADethanol metabolic process11/391821/187231.43e-031.22e-0211
GO:0006068ColorectumADethanol catabolic process7/391812/187235.09e-033.38e-027
GO:0046164ColorectumADalcohol catabolic process20/391855/187236.03e-033.78e-0220
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00060661ColorectumSERalcohol metabolic process79/2897353/187233.50e-045.50e-0379
GO:00343101ColorectumSERprimary alcohol catabolic process8/289715/187237.51e-049.68e-038
GO:00461641ColorectumSERalcohol catabolic process17/289755/187233.00e-032.65e-0217
GO:00060681ColorectumSERethanol catabolic process6/289712/187235.42e-034.03e-026
GO:00343081ColorectumSERprimary alcohol metabolic process26/2897102/187235.87e-034.29e-0226
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:00442822ColorectumMSSsmall molecule catabolic process94/3467376/187239.85e-049.86e-0394
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:00343085LiverCirrhoticprimary alcohol metabolic process37/4634102/187236.17e-033.07e-0237
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00620ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa00010ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa00280ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa00071ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa00561ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa006201ColorectumADPyruvate metabolism28/209247/84653.71e-075.41e-063.45e-0628
hsa000101ColorectumADGlycolysis / Gluconeogenesis34/209267/84653.63e-064.34e-052.77e-0534
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa006202ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000102ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa003302ColorectumSERArginine and proline metabolism17/158050/84657.12e-033.77e-022.74e-0217
hsa000712ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa006203ColorectumSERPyruvate metabolism22/158047/84659.62e-061.33e-049.67e-0522
hsa000103ColorectumSERGlycolysis / Gluconeogenesis24/158067/84656.62e-045.36e-033.89e-0324
hsa003303ColorectumSERArginine and proline metabolism17/158050/84657.12e-033.77e-022.74e-0217
hsa000713ColorectumSERFatty acid degradation15/158043/84658.60e-034.26e-023.09e-0215
hsa006204ColorectumMSSPyruvate metabolism24/187547/84651.25e-051.35e-048.27e-0524
hsa000104ColorectumMSSGlycolysis / Gluconeogenesis28/187567/84652.36e-041.81e-031.11e-0328
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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
ALDH1B1SNVMissense_Mutationc.169N>Tp.Val57Phep.V57FP30837protein_codingtolerated(0.35)benign(0.011)TCGA-A8-A07I-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
ALDH1B1insertionFrame_Shift_Insnovelc.774_775insGATGp.Ala259AspfsTer32p.A259Dfs*32P30837protein_codingTCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
ALDH1B1insertionFrame_Shift_Insnovelc.776_777insCAGCATTTCTGp.Phe260SerfsTer14p.F260Sfs*14P30837protein_codingTCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
ALDH1B1SNVMissense_Mutationnovelc.886N>Ap.Ala296Thrp.A296TP30837protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH1B1SNVMissense_Mutationnovelc.88C>Gp.Leu30Valp.L30VP30837protein_codingtolerated(0.39)benign(0.015)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ALDH1B1SNVMissense_Mutationnovelc.1232G>Tp.Arg411Ilep.R411IP30837protein_codingtolerated(0.06)possibly_damaging(0.526)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ALDH1B1SNVMissense_Mutationc.139G>Ap.Asp47Asnp.D47NP30837protein_codingtolerated(0.31)benign(0.001)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ALDH1B1SNVMissense_Mutationrs779633928c.716C>Tp.Thr239Metp.T239MP30837protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ALDH1B1SNVMissense_Mutationc.1130G>Ap.Gly377Aspp.G377DP30837protein_codingdeleterious(0.01)benign(0.223)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ALDH1B1SNVMissense_Mutationc.242N>Gp.Lys81Argp.K81RP30837protein_codingtolerated(0.17)benign(0.003)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
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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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