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: AKR1C3

Gene summary for AKR1C3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKR1C3

Gene ID

8644

Gene namealdo-keto reductase family 1 member C3
Gene AliasDD3
Cytomap10p15.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0A0MSS8


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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
8644AKR1C3GSM4909281HumanBreastIDC1.08e-15-5.66e-010.21
8644AKR1C3GSM4909282HumanBreastIDC1.21e-06-4.80e-01-0.0288
8644AKR1C3GSM4909285HumanBreastIDC1.55e-11-2.14e-010.21
8644AKR1C3GSM4909286HumanBreastIDC1.08e-15-5.66e-010.1081
8644AKR1C3GSM4909287HumanBreastIDC3.37e-02-3.44e-010.2057
8644AKR1C3GSM4909289HumanBreastIDC2.83e-02-5.66e-010.1064
8644AKR1C3GSM4909290HumanBreastIDC6.00e-04-3.42e-010.2096
8644AKR1C3GSM4909291HumanBreastIDC7.58e-10-5.66e-010.1753
8644AKR1C3GSM4909293HumanBreastIDC2.47e-12-5.60e-010.1581
8644AKR1C3GSM4909294HumanBreastIDC2.04e-13-5.39e-010.2022
8644AKR1C3GSM4909295HumanBreastIDC1.34e-07-5.66e-010.0898
8644AKR1C3GSM4909296HumanBreastIDC1.08e-15-5.61e-010.1524
8644AKR1C3GSM4909297HumanBreastIDC5.65e-11-5.57e-010.1517
8644AKR1C3GSM4909298HumanBreastIDC1.34e-08-5.03e-010.1551
8644AKR1C3GSM4909299HumanBreastIDC1.07e-04-4.25e-010.035
8644AKR1C3GSM4909301HumanBreastIDC2.06e-14-5.64e-010.1577
8644AKR1C3GSM4909302HumanBreastIDC1.91e-14-5.57e-010.1545
8644AKR1C3GSM4909304HumanBreastIDC4.79e-11-5.49e-010.1636
8644AKR1C3GSM4909305HumanBreastIDC1.05e-03-4.39e-010.0436
8644AKR1C3GSM4909306HumanBreastIDC1.82e-10-5.33e-010.1564
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00425944StomachGCresponse to starvation23/1159197/187232.55e-032.39e-0223
GO:0016101StomachGCditerpenoid metabolic process13/115987/187232.60e-032.44e-0213
GO:00316685StomachGCcellular response to extracellular stimulus27/1159246/187232.79e-032.55e-0227
GO:0070293StomachGCrenal absorption5/115917/187232.98e-032.66e-025
GO:00085443StomachGCepidermis development33/1159324/187233.43e-032.96e-0233
GO:00099134StomachGCepidermal cell differentiation23/1159202/187233.50e-033.02e-0223
GO:00060814StomachGCcellular aldehyde metabolic process10/115960/187233.53e-033.02e-0210
GO:00092674StomachGCcellular response to starvation19/1159156/187233.63e-033.09e-0219
GO:00316694StomachGCcellular response to nutrient levels24/1159215/187233.74e-033.18e-0224
GO:00713835StomachGCcellular response to steroid hormone stimulus23/1159204/187233.96e-033.33e-0223
GO:00305225StomachGCintracellular receptor signaling pathway28/1159265/187234.04e-033.39e-0228
GO:00515922StomachGCresponse to calcium ion18/1159149/187234.97e-033.96e-0218
GO:0051896StomachGCregulation of protein kinase B signaling21/1159185/187235.30e-034.15e-0221
GO:0007584StomachGCresponse to nutrient20/1159174/187235.58e-034.33e-0220
GO:000697911StomachCAG with IMresponse to oxidative stress59/1050446/187237.12e-101.02e-0759
GO:00335591StomachCAG with IMunsaturated fatty acid metabolic process23/1050116/187231.00e-076.93e-0623
GO:006219711StomachCAG with IMcellular response to chemical stress43/1050337/187234.05e-072.34e-0543
GO:001003811StomachCAG with IMresponse to metal ion46/1050373/187234.33e-072.43e-0546
GO:00319601StomachCAG with IMresponse to corticosteroid27/1050167/187236.35e-073.36e-0527
GO:00066901StomachCAG with IMicosanoid metabolic process22/1050123/187231.21e-065.85e-0522
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa052082ColorectumSERChemical carcinogenesis - reactive oxygen species103/1580223/84651.60e-217.57e-205.50e-20103
hsa052083ColorectumSERChemical carcinogenesis - reactive oxygen species103/1580223/84651.60e-217.57e-205.50e-20103
hsa052084ColorectumMSSChemical carcinogenesis - reactive oxygen species118/1875223/84652.71e-244.54e-222.78e-22118
hsa052085ColorectumMSSChemical carcinogenesis - reactive oxygen species118/1875223/84652.71e-244.54e-222.78e-22118
hsa052086ColorectumMSI-HChemical carcinogenesis - reactive oxygen species65/797223/84651.78e-176.41e-165.37e-1665
hsa052087ColorectumMSI-HChemical carcinogenesis - reactive oxygen species65/797223/84651.78e-176.41e-165.37e-1665
hsa052088ColorectumFAPChemical carcinogenesis - reactive oxygen species78/1404223/84651.08e-111.80e-091.09e-0978
hsa052089ColorectumFAPChemical carcinogenesis - reactive oxygen species78/1404223/84651.08e-111.80e-091.09e-0978
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
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
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0520852LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
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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
AKR1C3SNVMissense_Mutationc.461G>Tp.Cys154Phep.C154FP42330protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AR-A0TS-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AKR1C3SNVMissense_Mutationrs201818208c.462T>Gp.Cys154Trpp.C154WP42330protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0WS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKR1C3SNVMissense_Mutationrs201818208c.462N>Gp.Cys154Trpp.C154WP42330protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
AKR1C3SNVMissense_Mutationrs201818208c.462N>Gp.Cys154Trpp.C154WP42330protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0DE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKR1C3insertionNonsense_Mutationnovelc.58_59insCACTTCAGTTATATCGTTCAGCTCCAAAATTTGTTTp.Gly20delinsAlaLeuGlnLeuTyrArgSerAlaProLysPheValTerp.G20delinsALQLYRSAPKFV*P42330protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
AKR1C3insertionFrame_Shift_Insnovelc.220_221insGAGACp.Val74GlyfsTer3p.V74Gfs*3P42330protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AKR1C3SNVMissense_Mutationnovelc.41A>Gp.His14Argp.H14Rprotein_codingtolerated(0.06)benign(0.013)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AKR1C3SNVMissense_Mutationnovelc.25N>Cp.Lys9Glnp.K9QP42330protein_codingtolerated(0.1)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AKR1C3SNVMissense_Mutationrs782497370c.272G>Ap.Arg91Glnp.R91QP42330protein_codingtolerated(0.19)benign(0.027)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AKR1C3SNVMissense_Mutationc.245N>Ap.Thr82Asnp.T82NP42330protein_codingdeleterious(0.01)possibly_damaging(0.698)TCGA-AG-A011-01Colorectumrectum 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
8644AKR1C3ENZYME, DRUGGABLE GENOMEASP-9521
8644AKR1C3ENZYME, DRUGGABLE GENOMEdocetaxelDOCETAXEL23116553
8644AKR1C3ENZYME, DRUGGABLE GENOMEINDOMETHACININDOMETHACIN23432095
8644AKR1C3ENZYME, DRUGGABLE GENOMEANDROGENS10998348
8644AKR1C3ENZYME, DRUGGABLE GENOMETESTOSTERONETESTOSTERONE10998348
8644AKR1C3ENZYME, DRUGGABLE GENOMEBeta-naphthylacetic acids derivative 1
8644AKR1C3ENZYME, DRUGGABLE GENOMEN-(benzimidazolylcarbonyl)-piperidine derivative 1
8644AKR1C3ENZYME, DRUGGABLE GENOMEN-(naphthylamino)-benzoate derivative 1
8644AKR1C3ENZYME, DRUGGABLE GENOMEN-(benzimidazole/indole) benzoic acid derivative 2
8644AKR1C3ENZYME, DRUGGABLE GENOMENitrogen/sulfur-substituted estrene derivative 1
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