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: AKR1D1

Gene summary for AKR1D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKR1D1

Gene ID

6718

Gene namealdo-keto reductase family 1 member D1
Gene Alias3o5bred
Cytomap7q33
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

P51857


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
6718AKR1D1S43HumanLiverCirrhotic4.36e-03-1.10e-01-0.0187
6718AKR1D1HCC1_MengHumanLiverHCC7.11e-35-1.83e-020.0246
6718AKR1D1HCC2_MengHumanLiverHCC1.02e-04-1.49e-010.0107
6718AKR1D1cirrhotic1HumanLiverCirrhotic2.24e-05-1.47e-010.0202
6718AKR1D1cirrhotic2HumanLiverCirrhotic1.02e-04-1.44e-010.0201
6718AKR1D1HCC2HumanLiverHCC3.43e-071.13e+000.5341
6718AKR1D1HCC5HumanLiverHCC7.80e-111.45e+000.4932
6718AKR1D1Pt14.dHumanLiverHCC2.24e-05-1.49e-010.0143
6718AKR1D1S016HumanLiverHCC3.01e-02-1.49e-010.2243
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

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:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:19026521LiverCirrhoticsecondary alcohol metabolic process75/4634147/187235.62e-123.91e-1075
GO:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:00082031LiverCirrhoticcholesterol metabolic process70/4634137/187232.59e-111.55e-0970
GO:00161251LiverCirrhoticsterol metabolic process75/4634152/187234.54e-112.61e-0975
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:007233011LiverCirrhoticmonocarboxylic acid biosynthetic process93/4634214/187231.43e-096.16e-0893
GO:00066941LiverCirrhoticsteroid biosynthetic process77/4634173/187231.02e-083.91e-0777
GO:007232911LiverCirrhoticmonocarboxylic acid catabolic process56/4634122/187232.87e-077.01e-0656
GO:001604212LiverCirrhoticlipid catabolic process112/4634320/187232.31e-053.03e-04112
GO:19016171LiverCirrhoticorganic hydroxy compound biosynthetic process81/4634237/187236.73e-045.06e-0381
GO:00082061LiverCirrhoticbile acid metabolic process22/463449/187231.64e-031.05e-0222
GO:004244511LiverCirrhotichormone metabolic process73/4634218/187232.22e-031.36e-0273
GO:0008209LiverCirrhoticandrogen metabolic process15/463430/187232.45e-031.47e-0215
GO:00066991LiverCirrhoticbile acid biosynthetic process17/463436/187232.82e-031.63e-0217
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa001202LiverHCCPrimary bile acid biosynthesis14/402017/84653.49e-031.12e-026.22e-0314
hsa001203LiverHCCPrimary bile acid biosynthesis14/402017/84653.49e-031.12e-026.22e-0314
Page: 1 

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
AKR1D1SNVMissense_Mutationrs867480105c.295C>Tp.Arg99Cysp.R99CP51857protein_codingdeleterious(0)probably_damaging(0.941)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AKR1D1insertionFrame_Shift_Insnovelc.446_447insTCTCCCTCATTCCCACCACCCCACCTCATTTCCAAGCCAAp.Thr150LeufsTer36p.T150Lfs*36P51857protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
AKR1D1SNVMissense_Mutationnovelc.145T>Cp.Tyr49Hisp.Y49HP51857protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AKR1D1SNVMissense_Mutationc.40N>Ap.Asp14Asnp.D14NP51857protein_codingdeleterious(0.01)benign(0.224)TCGA-EA-A6QX-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
AKR1D1SNVMissense_Mutationc.257N>Cp.Gly86Alap.G86AP51857protein_codingtolerated(0.05)possibly_damaging(0.603)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
AKR1D1SNVMissense_Mutationrs146935906c.944G>Ap.Arg315Hisp.R315HP51857protein_codingtolerated(0.14)benign(0.011)TCGA-A6-5664-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
AKR1D1SNVMissense_Mutationc.13G>Ap.Ala5Thrp.A5TP51857protein_codingtolerated(0.15)benign(0)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AKR1D1SNVMissense_Mutationrs148732404c.92C>Tp.Ser31Leup.S31LP51857protein_codingtolerated(0.2)benign(0.003)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
AKR1D1SNVMissense_Mutationrs201752860c.149N>Ap.Arg50Glnp.R50QP51857protein_codingdeleterious(0.03)probably_damaging(0.991)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AKR1D1SNVMissense_Mutationrs148732404c.92C>Tp.Ser31Leup.S31LP51857protein_codingtolerated(0.2)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 

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
6718AKR1D1DRUGGABLE GENOME, ENZYMEcholic acid
6718AKR1D1DRUGGABLE GENOME, ENZYMEFINASTERIDEFINASTERIDE
Page: 1