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: AKR1B10

Gene summary for AKR1B10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKR1B10

Gene ID

57016

Gene namealdo-keto reductase family 1 member B10
Gene AliasAKR1B11
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

O60218


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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
57016AKR1B10HTA11_2487_2000001011HumanColorectumSER9.50e-188.12e-01-0.1808
57016AKR1B10HTA11_78_2000001011HumanColorectumAD6.44e-074.53e-01-0.1088
57016AKR1B10HTA11_347_2000001011HumanColorectumAD3.54e-093.43e-01-0.1954
57016AKR1B10HTA11_411_2000001011HumanColorectumSER7.88e-031.23e+00-0.2602
57016AKR1B10HTA11_83_2000001011HumanColorectumSER4.76e-096.12e-01-0.1526
57016AKR1B10HTA11_696_2000001011HumanColorectumAD2.57e-064.32e-01-0.1464
57016AKR1B10HTA11_2992_2000001011HumanColorectumSER5.74e-056.51e-01-0.1706
57016AKR1B10HTA11_5212_2000001011HumanColorectumAD4.69e-054.33e-01-0.2061
57016AKR1B10HTA11_6801_2000001011HumanColorectumSER3.72e-025.03e-010.0171
57016AKR1B10LZE2DHumanEsophagusHGIN1.47e-021.10e+000.0642
57016AKR1B10LZE2THumanEsophagusESCC2.60e-152.45e+000.082
57016AKR1B10LZE4THumanEsophagusESCC5.59e-392.76e+000.0811
57016AKR1B10LZE7THumanEsophagusESCC1.51e-046.93e-010.0667
57016AKR1B10LZE20THumanEsophagusESCC1.19e-033.11e-010.0662
57016AKR1B10LZE22THumanEsophagusESCC4.41e-051.99e+000.068
57016AKR1B10LZE21THumanEsophagusESCC9.04e-079.45e-010.0655
57016AKR1B10P1T-EHumanEsophagusESCC1.26e-021.72e-010.0875
57016AKR1B10P4T-EHumanEsophagusESCC7.56e-094.06e-010.1323
57016AKR1B10P9T-EHumanEsophagusESCC5.05e-793.25e+000.1131
57016AKR1B10P10T-EHumanEsophagusESCC4.83e-03-9.32e-030.116
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
∗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:00461641ColorectumSERalcohol catabolic process17/289755/187233.00e-032.65e-0217
GO:00343081ColorectumSERprimary alcohol metabolic process26/2897102/187235.87e-034.29e-0226
GO:199074820EsophagusHGINcellular detoxification30/2587116/187234.05e-046.15e-0330
GO:00306386EsophagusHGINpolyketide metabolic process6/258710/187238.81e-041.13e-026
GO:00306476EsophagusHGINaminoglycoside antibiotic metabolic process6/258710/187238.81e-041.13e-026
GO:00445986EsophagusHGINdoxorubicin metabolic process6/258710/187238.81e-041.13e-026
GO:009723720EsophagusHGINcellular response to toxic substance30/2587124/187231.32e-031.57e-0230
GO:19016614EsophagusHGINquinone metabolic process13/258740/187232.04e-032.13e-0213
GO:190166112EsophagusESCCquinone metabolic process34/855240/187233.00e-074.27e-0634
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:000963620EsophagusESCCresponse to toxic substance150/8552262/187231.00e-047.12e-04150
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:1990748110EsophagusESCCcellular detoxification70/8552116/187231.02e-035.17e-0370
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:0097237110EsophagusESCCcellular response to toxic substance72/8552124/187233.65e-031.49e-0272
GO:003063813EsophagusESCCpolyketide metabolic process9/855210/187235.09e-031.92e-029
GO:004459813EsophagusESCCdoxorubicin metabolic process9/855210/187235.09e-031.92e-029
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00051ColorectumADFructose and mannose metabolism17/209234/84651.25e-038.02e-035.12e-0317
hsa00561ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa000511ColorectumADFructose and mannose metabolism17/209234/84651.25e-038.02e-035.12e-0317
hsa005611ColorectumADGlycerolipid metabolism24/209263/84651.25e-024.54e-022.90e-0224
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa005615LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa0056112LiverHCCGlycerolipid metabolism41/402063/84653.59e-031.12e-026.22e-0341
hsa005614StomachGCGlycerolipid metabolism12/70863/84655.36e-033.01e-022.12e-0212
hsa0056111StomachGCGlycerolipid metabolism12/70863/84655.36e-033.01e-022.12e-0212
hsa0056121StomachSIMGlycerolipid metabolism9/46563/84657.07e-034.30e-023.45e-029
hsa0056131StomachSIMGlycerolipid metabolism9/46563/84657.07e-034.30e-023.45e-029
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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
AKR1B10SNVMissense_Mutationc.116N>Ap.Gly39Glup.G39EO60218protein_codingdeleterious(0)possibly_damaging(0.609)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
AKR1B10SNVMissense_Mutationrs781593224c.914N>Gp.Ser305Cysp.S305CO60218protein_codingtolerated(0.06)benign(0.089)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AKR1B10SNVMissense_Mutationc.181N>Cp.Glu61Glnp.E61QO60218protein_codingtolerated(0.35)benign(0.067)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AKR1B10SNVMissense_Mutationrs373551927c.582N>Tp.Glu194Aspp.E194DO60218protein_codingtolerated(0.07)benign(0.073)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AKR1B10SNVMissense_Mutationnovelc.856N>Cp.Met286Leup.M286LO60218protein_codingdeleterious(0.03)benign(0.302)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AKR1B10SNVMissense_Mutationrs563438026c.911N>Tp.Ser304Phep.S304FO60218protein_codingtolerated(0.31)benign(0.033)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AKR1B10SNVMissense_Mutationnovelc.80A>Cp.Lys27Thrp.K27TO60218protein_codingtolerated(0.09)benign(0.348)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AKR1B10SNVMissense_Mutationc.388A>Tp.Asn130Tyrp.N130YO60218protein_codingdeleterious(0.02)benign(0.37)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
AKR1B10SNVMissense_Mutationc.823C>Ap.Gln275Lysp.Q275KO60218protein_codingtolerated(0.42)benign(0.096)TCGA-DM-A1DB-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AKR1B10SNVMissense_Mutationnovelc.313C>Ap.Leu105Metp.L105MO60218protein_codingdeleterious(0.03)probably_damaging(0.966)TCGA-F5-6814-01Colorectumrectum 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
57016AKR1B10DRUGGABLE GENOME, ENZYMETOLRESTATTOLRESTAT21561086
57016AKR1B10DRUGGABLE GENOME, ENZYMEOLEANOLIC_ACIDOLEANOLIC_ACID21561086
57016AKR1B10DRUGGABLE GENOME, ENZYMEURSOLIC ACIDURSOLIC ACID21561086
57016AKR1B10DRUGGABLE GENOME, ENZYMEENOXOLONEENOXOLONE21561086
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