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: SDR16C5

Gene summary for SDR16C5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDR16C5

Gene ID

195814

Gene nameshort chain dehydrogenase/reductase family 16C member 5
Gene AliasEPHD-2
Cytomap8q12.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B3KT84


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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
195814SDR16C5HTA11_2487_2000001011HumanColorectumSER6.07e-052.84e-01-0.1808
195814SDR16C5HTA11_1938_2000001011HumanColorectumAD5.67e-062.72e-01-0.0811
195814SDR16C5HTA11_411_2000001011HumanColorectumSER9.67e-066.74e-01-0.2602
195814SDR16C5HTA11_2112_2000001011HumanColorectumSER7.60e-055.95e-01-0.2196
195814SDR16C5HTA11_6818_2000001021HumanColorectumAD1.78e-041.91e-010.0588
195814SDR16C5LZE5THumanEsophagusESCC1.70e-025.45e-010.0514
195814SDR16C5LZE20THumanEsophagusESCC2.24e-211.06e+000.0662
195814SDR16C5LZE24THumanEsophagusESCC1.64e-104.77e-010.0596
195814SDR16C5P1T-EHumanEsophagusESCC5.43e-109.38e-010.0875
195814SDR16C5P2T-EHumanEsophagusESCC1.47e-049.32e-020.1177
195814SDR16C5P4T-EHumanEsophagusESCC7.51e-093.47e-010.1323
195814SDR16C5P5T-EHumanEsophagusESCC2.00e-266.69e-010.1327
195814SDR16C5P8T-EHumanEsophagusESCC1.53e-041.04e-010.0889
195814SDR16C5P10T-EHumanEsophagusESCC3.41e-102.00e-010.116
195814SDR16C5P12T-EHumanEsophagusESCC8.88e-203.31e-010.1122
195814SDR16C5P15T-EHumanEsophagusESCC2.25e-023.69e-020.1149
195814SDR16C5P16T-EHumanEsophagusESCC9.14e-033.16e-020.1153
195814SDR16C5P20T-EHumanEsophagusESCC1.28e-041.09e-010.1124
195814SDR16C5P21T-EHumanEsophagusESCC3.91e-471.00e+000.1617
195814SDR16C5P23T-EHumanEsophagusESCC8.19e-511.84e+000.108
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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
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:00165755SkincSCChistone deacetylation40/486482/187237.62e-061.04e-0440
GO:00903123SkincSCCpositive regulation of protein deacetylation17/486425/187231.27e-051.60e-0417
GO:00356016SkincSCCprotein deacylation50/4864112/187231.42e-051.77e-0450
GO:000647514SkincSCCinternal protein amino acid acetylation66/4864160/187231.72e-052.07e-0466
GO:001839314SkincSCCinternal peptidyl-lysine acetylation65/4864158/187232.19e-052.54e-0465
GO:00064766SkincSCCprotein deacetylation45/4864101/187233.97e-054.26e-0445
GO:00987326SkincSCCmacromolecule deacylation50/4864116/187234.47e-054.69e-0450
GO:001657313SkincSCChistone acetylation62/4864152/187234.54e-054.75e-0462
GO:00310653SkincSCCpositive regulation of histone deacetylation13/486419/187231.27e-041.16e-0313
GO:004361621SkincSCCkeratinocyte proliferation24/486446/187231.32e-041.19e-0324
GO:190198313SkincSCCregulation of protein acetylation34/486477/187234.10e-043.18e-0334
GO:00060819SkincSCCcellular aldehyde metabolic process28/486460/187234.35e-043.36e-0328
GO:200075613SkincSCCregulation of peptidyl-lysine acetylation29/486463/187234.61e-043.50e-0329
GO:00310632SkincSCCregulation of histone deacetylation17/486431/187235.90e-044.27e-0317
GO:005067324SkincSCCepithelial cell proliferation144/4864437/187236.07e-044.38e-03144
GO:00903115SkincSCCregulation of protein deacetylation22/486448/187232.31e-031.35e-0222
GO:00350654SkincSCCregulation of histone acetylation24/486454/187232.49e-031.42e-0224
GO:19019845SkincSCCnegative regulation of protein acetylation12/486424/187239.91e-034.35e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
SDR16C5SNVMissense_Mutationnovelc.199N>Gp.Leu67Valp.L67Vprotein_codingtolerated(0.23)benign(0.389)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SDR16C5SNVMissense_Mutationc.91N>Tp.Leu31Phep.L31Fprotein_codingtolerated(0.39)benign(0.009)TCGA-A1-A0SE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SDR16C5SNVMissense_Mutationc.263N>Ap.Gly88Glup.G88Eprotein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SDR16C5SNVMissense_Mutationnovelc.587N>Ap.Ala196Glup.A196Eprotein_codingdeleterious(0)probably_damaging(0.98)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SDR16C5SNVMissense_Mutationnovelc.878N>Ap.Ala293Aspp.A293Dprotein_codingtolerated(0.21)benign(0.007)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SDR16C5SNVMissense_Mutationc.754N>Ap.Glu252Lysp.E252Kprotein_codingtolerated(0.98)benign(0.006)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
SDR16C5SNVMissense_Mutationc.694N>Cp.Glu232Glnp.E232Qprotein_codingtolerated(0.08)benign(0.132)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SDR16C5SNVMissense_Mutationc.659N>Cp.Ile220Thrp.I220Tprotein_codingdeleterious(0.03)benign(0.274)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SDR16C5SNVMissense_Mutationc.775N>Ap.Leu259Ilep.L259Iprotein_codingdeleterious(0.01)probably_damaging(0.936)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SDR16C5SNVMissense_Mutationrs371326324c.280G>Ap.Ala94Thrp.A94Tprotein_codingtolerated(0.54)benign(0.031)TCGA-AM-5821-01Colorectumcolon 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
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