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: AKR1C1

Gene summary for AKR1C1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKR1C1

Gene ID

1645

Gene namealdo-keto reductase family 1 member C1
Gene Alias2-ALPHA-HSD
Cytomap10p15.1
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

Q04828


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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
1645AKR1C1LZE2DHumanEsophagusHGIN2.64e-072.00e+000.0642
1645AKR1C1LZE2THumanEsophagusESCC1.29e-163.90e+000.082
1645AKR1C1LZE4THumanEsophagusESCC4.38e-544.11e+000.0811
1645AKR1C1LZE5THumanEsophagusESCC4.85e-021.77e+000.0514
1645AKR1C1LZE7THumanEsophagusESCC1.08e-182.46e+000.0667
1645AKR1C1LZE21D1HumanEsophagusHGIN1.59e-091.90e+000.0632
1645AKR1C1LZE22THumanEsophagusESCC9.96e-041.82e+000.068
1645AKR1C1LZE24THumanEsophagusESCC8.63e-231.61e+000.0596
1645AKR1C1LZE21THumanEsophagusESCC4.01e-183.07e+000.0655
1645AKR1C1LZE6THumanEsophagusESCC9.30e-04-3.42e-010.0845
1645AKR1C1P2T-EHumanEsophagusESCC6.34e-03-3.71e-010.1177
1645AKR1C1P4T-EHumanEsophagusESCC1.15e-422.62e+000.1323
1645AKR1C1P5T-EHumanEsophagusESCC1.83e-04-3.26e-010.1327
1645AKR1C1P8T-EHumanEsophagusESCC1.56e-068.58e-010.0889
1645AKR1C1P9T-EHumanEsophagusESCC9.31e-764.76e+000.1131
1645AKR1C1P12T-EHumanEsophagusESCC7.01e-322.70e+000.1122
1645AKR1C1P15T-EHumanEsophagusESCC1.55e-743.97e+000.1149
1645AKR1C1P20T-EHumanEsophagusESCC1.40e-141.20e+000.1124
1645AKR1C1P21T-EHumanEsophagusESCC2.50e-422.36e+000.1617
1645AKR1C1P22T-EHumanEsophagusESCC4.98e-922.82e+000.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

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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:00066929EsophagusHGINprostanoid metabolic process17/258749/187231.84e-043.48e-0317
GO:00066939EsophagusHGINprostaglandin metabolic process17/258749/187231.84e-043.48e-0317
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:19016614EsophagusHGINquinone metabolic process13/258740/187232.04e-032.13e-0213
GO:190166112EsophagusESCCquinone metabolic process34/855240/187233.00e-074.27e-0634
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:007259318EsophagusESCCreactive oxygen species metabolic process137/8552239/187231.82e-041.16e-03137
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:000669211EsophagusESCCprostanoid metabolic process33/855249/187231.80e-038.26e-0333
GO:000669311EsophagusESCCprostaglandin metabolic process33/855249/187231.80e-038.26e-0333
GO:003063813EsophagusESCCpolyketide metabolic process9/855210/187235.09e-031.92e-029
GO:004459813EsophagusESCCdoxorubicin metabolic process9/855210/187235.09e-031.92e-029
GO:00161373EsophagusESCCglycoside metabolic process16/855222/187239.46e-033.28e-0216
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520839EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa05208115EsophagusHGINChemical carcinogenesis - reactive oxygen species92/1383223/84652.41e-199.83e-187.80e-1892
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05208310EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa0520814LiverNAFLDChemical carcinogenesis - reactive oxygen species44/1043223/84659.22e-041.31e-021.06e-0244
hsa0520815LiverNAFLDChemical carcinogenesis - reactive oxygen species44/1043223/84659.22e-041.31e-021.06e-0244
hsa0520822LiverCirrhoticChemical carcinogenesis - reactive oxygen species121/2530223/84651.35e-144.08e-132.52e-13121
hsa0520832LiverCirrhoticChemical carcinogenesis - reactive oxygen species121/2530223/84651.35e-144.08e-132.52e-13121
hsa0520862LiverCystChemical carcinogenesis - reactive oxygen species40/339223/84654.80e-163.45e-142.85e-1440
hsa0520872LiverCystChemical carcinogenesis - reactive oxygen species40/339223/84654.80e-163.45e-142.85e-1440
hsa0520830Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa05208114Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa05208210Oral cavityLPChemical carcinogenesis - reactive oxygen species119/2418223/84653.00e-158.32e-145.37e-14119
hsa0520838Oral cavityLPChemical carcinogenesis - reactive oxygen species119/2418223/84653.00e-158.32e-145.37e-14119
hsa0520812StomachGCChemical carcinogenesis - reactive oxygen species65/708223/84653.46e-202.72e-181.91e-1865
hsa00980StomachGCMetabolism of xenobiotics by cytochrome P45015/70878/84651.77e-031.16e-028.15e-0315
hsa0520813StomachGCChemical carcinogenesis - reactive oxygen species65/708223/84653.46e-202.72e-181.91e-1865
hsa009801StomachGCMetabolism of xenobiotics by cytochrome P45015/70878/84651.77e-031.16e-028.15e-0315
hsa0520821StomachCAG with IMChemical carcinogenesis - reactive oxygen species65/640223/84651.37e-221.09e-207.65e-2165
hsa0520831StomachCAG with IMChemical carcinogenesis - reactive oxygen species65/640223/84651.37e-221.09e-207.65e-2165
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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
AKR1C1SNVMissense_Mutationnovelc.152C>Ap.Ser51Tyrp.S51YQ04828protein_codingdeleterious(0.02)probably_damaging(0.941)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AKR1C1SNVMissense_Mutationc.520N>Cp.Glu174Glnp.E174QQ04828protein_codingdeleterious(0)possibly_damaging(0.666)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKR1C1SNVMissense_Mutationnovelc.382N>Ap.Val128Metp.V128MQ04828protein_codingtolerated(0.06)benign(0.007)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
AKR1C1SNVMissense_Mutationc.820N>Ap.Glu274Lysp.E274KQ04828protein_codingtolerated(0.23)benign(0.078)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
AKR1C1SNVMissense_Mutationc.305C>Tp.Ser102Leup.S102LQ04828protein_codingdeleterious(0)probably_damaging(0.962)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AKR1C1SNVMissense_Mutationc.820N>Cp.Glu274Glnp.E274QQ04828protein_codingtolerated(0.06)benign(0.135)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
AKR1C1SNVMissense_Mutationc.106N>Cp.Glu36Glnp.E36QQ04828protein_codingdeleterious(0.04)possibly_damaging(0.851)TCGA-EA-A78R-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AKR1C1SNVMissense_Mutationc.164A>Gp.Tyr55Cysp.Y55CQ04828protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
AKR1C1SNVMissense_Mutationrs782138465c.826N>Tp.Arg276Cysp.R276CQ04828protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AKR1C1SNVMissense_Mutationc.758N>Tp.Ala253Valp.A253VQ04828protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<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
1645AKR1C1DRUGGABLE GENOME, ENZYME2-(4-CHLOROBENZYLIDENE)CYCLOPENTANONECHEMBL56235219237229
1645AKR1C1DRUGGABLE GENOME, ENZYMEHUMAN CHORIONIC GONADOTROPIN436730
1645AKR1C1DRUGGABLE GENOME, ENZYMEESTRONEESTRONE3859707
1645AKR1C1DRUGGABLE GENOME, ENZYME3,5-DIBROMOSALICYLIC ACIDCHEMBL44744819397269
1645AKR1C1DRUGGABLE GENOME, ENZYME3,5-DICHLOROSALICYLIC ACIDCHEMBL44912921414777
1645AKR1C1DRUGGABLE GENOME, ENZYMEPROGESTERONEPROGESTERONE6584862,12604236,3463506,2547059,6950669,3859707,179793,6288675
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