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: SELENOS

Gene summary for SELENOS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SELENOS

Gene ID

55829

Gene nameselenoprotein S
Gene AliasAD-015
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

Q9BQE4


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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
55829SELENOSGSM4909281HumanBreastIDC6.44e-114.14e-010.21
55829SELENOSGSM4909282HumanBreastIDC5.25e-328.01e-01-0.0288
55829SELENOSGSM4909285HumanBreastIDC2.52e-031.53e-010.21
55829SELENOSGSM4909286HumanBreastIDC2.99e-051.17e-010.1081
55829SELENOSGSM4909287HumanBreastIDC1.89e-053.69e-010.2057
55829SELENOSGSM4909290HumanBreastIDC2.12e-145.36e-010.2096
55829SELENOSGSM4909291HumanBreastIDC9.81e-277.99e-010.1753
55829SELENOSGSM4909292HumanBreastIDC1.19e-077.74e-010.1236
55829SELENOSGSM4909293HumanBreastIDC1.30e-049.84e-020.1581
55829SELENOSGSM4909295HumanBreastIDC1.25e-105.84e-010.0898
55829SELENOSGSM4909298HumanBreastIDC7.72e-051.92e-010.1551
55829SELENOSGSM4909304HumanBreastIDC7.69e-052.79e-010.1636
55829SELENOSGSM4909305HumanBreastIDC2.68e-053.56e-010.0436
55829SELENOSGSM4909307HumanBreastIDC4.97e-033.55e-010.1569
55829SELENOSGSM4909308HumanBreastIDC1.38e-114.08e-010.158
55829SELENOSGSM4909309HumanBreastIDC9.07e-033.01e-010.0483
55829SELENOSGSM4909311HumanBreastIDC7.48e-161.54e-010.1534
55829SELENOSGSM4909312HumanBreastIDC1.47e-084.59e-010.1552
55829SELENOSGSM4909317HumanBreastIDC2.23e-083.54e-010.1355
55829SELENOSGSM4909319HumanBreastIDC3.32e-191.12e-010.1563
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:19907482ColorectumMSScellular detoxification34/3467116/187233.08e-032.34e-0234
GO:00510511ColorectumMSSnegative regulation of transport110/3467470/187234.20e-033.04e-02110
GO:0006983ColorectumMSSER overload response7/346713/187234.46e-033.15e-027
GO:00060062ColorectumMSSglucose metabolic process51/3467196/187235.67e-033.85e-0251
GO:00061091ColorectumMSSregulation of carbohydrate metabolic process47/3467178/187235.75e-033.90e-0247
GO:00987542ColorectumMSSdetoxification41/3467152/187236.41e-034.27e-0241
GO:00454541ColorectumMSScell redox homeostasis13/346735/187237.38e-034.68e-0213
GO:00060914ColorectumFAPgeneration of precursor metabolites and energy128/2622490/187235.58e-134.28e-10128
GO:00159804ColorectumFAPenergy derivation by oxidation of organic compounds85/2622318/187231.36e-092.77e-0785
GO:00434343ColorectumFAPresponse to peptide hormone100/2622414/187231.74e-081.84e-06100
GO:19016533ColorectumFAPcellular response to peptide89/2622359/187232.93e-082.64e-0689
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00713753ColorectumFAPcellular response to peptide hormone stimulus75/2622290/187235.60e-084.29e-0675
GO:00621974ColorectumFAPcellular response to chemical stress83/2622337/187231.15e-077.43e-0683
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00069794ColorectumFAPresponse to oxidative stress102/2622446/187232.29e-071.33e-05102
GO:00328683ColorectumFAPresponse to insulin68/2622264/187232.71e-071.55e-0568
GO:00328693ColorectumFAPcellular response to insulin stimulus54/2622203/187231.54e-066.59e-0554
GO:00097434ColorectumFAPresponse to carbohydrate63/2622253/187232.52e-069.77e-0563
GO:00345994ColorectumFAPcellular response to oxidative stress69/2622288/187233.72e-061.29e-0469
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041411ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa041412ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041413ColorectumSERProtein processing in endoplasmic reticulum60/1580174/84654.20e-077.33e-065.32e-0660
hsa041414ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041415ColorectumMSSProtein processing in endoplasmic reticulum75/1875174/84653.78e-108.44e-095.17e-0975
hsa041418ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa041419ColorectumFAPProtein processing in endoplasmic reticulum50/1404174/84653.64e-053.68e-042.24e-0450
hsa0414126EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa04141111EndometriumAEHProtein processing in endoplasmic reticulum62/1197174/84655.97e-131.39e-111.01e-1162
hsa0414127EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
hsa0414136EndometriumEECProtein processing in endoplasmic reticulum64/1237174/84652.17e-135.09e-123.80e-1264
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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
SELENOSSNVMissense_Mutationrs751562043c.539N>Ap.Arg180Hisp.R180HQ9BQE4protein_codingdeleterious(0)probably_damaging(0.98)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SELENOSSNVMissense_Mutationc.455N>Tp.Lys152Ilep.K152IQ9BQE4protein_codingdeleterious(0)possibly_damaging(0.803)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SELENOSSNVMissense_Mutationnovelc.101G>Ap.Gly34Aspp.G34DQ9BQE4protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SELENOSSNVMissense_Mutationc.331N>Cp.Lys111Glnp.K111QQ9BQE4protein_codingdeleterious(0.01)possibly_damaging(0.602)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SELENOSSNVMissense_Mutationnovelc.221N>Cp.Val74Alap.V74AQ9BQE4protein_codingtolerated(0.54)benign(0.038)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SELENOSSNVMissense_Mutationnovelc.361N>Cp.Ser121Argp.S121RQ9BQE4protein_codingtolerated(0.17)benign(0.067)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
SELENOSSNVMissense_Mutationc.328N>Cp.Glu110Glnp.E110QQ9BQE4protein_codingtolerated(0.24)benign(0.006)TCGA-55-A48Y-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinCR
SELENOSSNVMissense_Mutationnovelc.292N>Cp.Glu98Glnp.E98QQ9BQE4protein_codingdeleterious(0.02)possibly_damaging(0.686)TCGA-22-1016-01Lunglung squamous cell carcinomaMale>=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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