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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ALDH7A1

Gene summary for ALDH7A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALDH7A1

Gene ID

501

Gene namealdehyde dehydrogenase 7 family member A1
Gene AliasATQ1
Cytomap5q23.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P49419


Top

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
501ALDH7A1HTA11_3410_2000001011HumanColorectumAD8.67e-032.73e-010.0155
501ALDH7A1HTA11_1938_2000001011HumanColorectumAD2.65e-035.23e-01-0.0811
501ALDH7A1HTA11_347_2000001011HumanColorectumAD8.58e-075.06e-01-0.1954
501ALDH7A1HTA11_696_2000001011HumanColorectumAD1.36e-053.26e-01-0.1464
501ALDH7A1HTA11_7696_3000711011HumanColorectumAD1.00e-155.40e-010.0674
501ALDH7A1HTA11_99999970781_79442HumanColorectumMSS8.88e-043.19e-010.294
501ALDH7A1HTA11_99999965104_69814HumanColorectumMSS4.04e-023.04e-010.281
501ALDH7A1A015-C-203HumanColorectumFAP9.51e-08-1.98e-01-0.1294
501ALDH7A1A002-C-201HumanColorectumFAP2.42e-03-2.09e-010.0324
501ALDH7A1A001-C-108HumanColorectumFAP6.12e-05-1.42e-01-0.0272
501ALDH7A1A002-C-205HumanColorectumFAP1.01e-04-1.71e-01-0.1236
501ALDH7A1A015-C-006HumanColorectumFAP4.94e-04-2.32e-01-0.0994
501ALDH7A1A002-C-114HumanColorectumFAP3.51e-05-2.45e-01-0.1561
501ALDH7A1A015-C-104HumanColorectumFAP5.24e-06-1.77e-01-0.1899
501ALDH7A1A002-C-016HumanColorectumFAP1.77e-07-1.92e-010.0521
501ALDH7A1A015-C-002HumanColorectumFAP5.54e-04-3.12e-01-0.0763
501ALDH7A1A001-C-203HumanColorectumFAP1.86e-02-1.22e-01-0.0481
501ALDH7A1A002-C-116HumanColorectumFAP2.03e-09-2.41e-01-0.0452
501ALDH7A1A018-E-020HumanColorectumFAP1.15e-03-1.15e-01-0.2034
501ALDH7A1F034HumanColorectumFAP4.55e-04-6.30e-02-0.0665
Page: 1 2 3 4 5 6 7 8 

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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0006081ColorectumADcellular aldehyde metabolic process22/391860/187233.64e-032.60e-0222
GO:0042398ColorectumADcellular modified amino acid biosynthetic process18/391846/187233.67e-032.60e-0218
GO:00423981ColorectumMSScellular modified amino acid biosynthetic process20/346746/187238.26e-051.35e-0320
GO:00065751ColorectumMSScellular modified amino acid metabolic process55/3467188/187232.16e-043.01e-0355
GO:00060811ColorectumMSScellular aldehyde metabolic process21/346760/187231.81e-031.60e-0221
GO:00423983ColorectumFAPcellular modified amino acid biosynthetic process13/262246/187238.71e-034.98e-0213
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00423986EsophagusESCCcellular modified amino acid biosynthetic process34/855246/187239.39e-056.70e-0434
GO:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:004239811LiverCirrhoticcellular modified amino acid biosynthetic process25/463446/187231.61e-052.19e-0425
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:00060815LiverCirrhoticcellular aldehyde metabolic process28/463460/187231.83e-041.71e-0328
GO:00424021LiverCirrhoticcellular biogenic amine catabolic process15/463427/187235.96e-044.63e-0315
GO:0044106LiverCirrhoticcellular amine metabolic process43/4634113/187231.15e-037.83e-0343
GO:00093101LiverCirrhoticamine catabolic process15/463429/187231.59e-031.03e-0215
GO:0006576LiverCirrhoticcellular biogenic amine metabolic process38/4634101/187232.72e-031.59e-0238
GO:0009308LiverCirrhoticamine metabolic process43/4634118/187233.03e-031.72e-0243
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:004239821LiverHCCcellular modified amino acid biosynthetic process34/795846/187231.53e-051.67e-0434
Page: 1 2 3 

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
hsa00330ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa00310ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
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
hsa003301ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa003101ColorectumADLysine degradation27/209263/84651.17e-037.75e-034.94e-0327
hsa000711ColorectumADFatty acid degradation20/209243/84651.50e-038.69e-035.54e-0320
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa006204ColorectumMSSPyruvate metabolism24/187547/84651.25e-051.35e-048.27e-0524
hsa003304ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa000104ColorectumMSSGlycolysis / Gluconeogenesis28/187567/84652.36e-041.81e-031.11e-0328
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa003102ColorectumMSSLysine degradation24/187563/84652.94e-031.39e-028.50e-0324
hsa005612ColorectumMSSGlycerolipid metabolism23/187563/84656.55e-032.64e-021.62e-0223
Page: 1 2 3 4 5 6 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ALDH7A1SNVMissense_Mutationc.1280A>Gp.Glu427Glyp.E427GP49419protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALDH7A1SNVMissense_Mutationc.814T>Cp.Phe272Leup.F272LP49419protein_codingdeleterious(0.04)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ALDH7A1SNVMissense_Mutationc.586T>Cp.Phe196Leup.F196LP49419protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ALDH7A1SNVMissense_Mutationrs771975420c.1211G>Ap.Arg404Hisp.R404HP49419protein_codingtolerated(0.05)benign(0.034)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ALDH7A1SNVMissense_Mutationrs765795361c.1063N>Ap.Ala355Thrp.A355TP49419protein_codingtolerated(0.29)benign(0.04)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ALDH7A1SNVMissense_Mutationnovelc.1559C>Tp.Ser520Phep.S520FP49419protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ALDH7A1SNVMissense_Mutationrs752533662c.673N>Tp.Leu225Phep.L225FP49419protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
ALDH7A1insertionFrame_Shift_Insnovelc.1517_1518insAp.Glu507GlyfsTer5p.E507Gfs*5P49419protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ALDH7A1insertionNonsense_Mutationnovelc.1516_1517insAATAGATACTTAp.Gly505_Arg506insLysTerIleLeup.G505_R506insK*ILP49419protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ALDH7A1SNVMissense_Mutationnovelc.784G>Ap.Ala262Thrp.A262TP49419protein_codingtolerated(0.27)benign(0.08)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 

Top

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
501ALDH7A1ENZYME, DRUGGABLE GENOMEM-518101PEFCALCITOL
501ALDH7A1ENZYME, DRUGGABLE GENOMENM-702
Page: 1