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: SEPHS2

Gene summary for SEPHS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEPHS2

Gene ID

22928

Gene nameselenophosphate synthetase 2
Gene AliasSPS2
Cytomap16p11.2
Gene Typeprotein-coding
GO ID

GO:0001887

UniProtAcc

Q99611


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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
22928SEPHS2GSM4909281HumanBreastIDC8.88e-052.25e-010.21
22928SEPHS2GSM4909285HumanBreastIDC7.53e-083.06e-010.21
22928SEPHS2GSM4909290HumanBreastIDC3.95e-043.12e-010.2096
22928SEPHS2GSM4909293HumanBreastIDC2.87e-041.93e-010.1581
22928SEPHS2GSM4909298HumanBreastIDC1.62e-072.71e-010.1551
22928SEPHS2GSM4909304HumanBreastIDC1.35e-032.15e-010.1636
22928SEPHS2GSM4909305HumanBreastIDC1.05e-043.26e-010.0436
22928SEPHS2GSM4909306HumanBreastIDC5.71e-296.60e-010.1564
22928SEPHS2GSM4909308HumanBreastIDC8.70e-072.86e-010.158
22928SEPHS2GSM4909311HumanBreastIDC3.41e-03-7.81e-020.1534
22928SEPHS2GSM4909312HumanBreastIDC1.23e-021.42e-010.1552
22928SEPHS2GSM4909317HumanBreastIDC1.33e-144.40e-010.1355
22928SEPHS2GSM4909319HumanBreastIDC8.49e-115.40e-020.1563
22928SEPHS2GSM4909321HumanBreastIDC9.13e-051.79e-010.1559
22928SEPHS2brca1HumanBreastPrecancer2.10e-03-1.77e-01-0.0338
22928SEPHS2brca3HumanBreastPrecancer7.77e-03-1.79e-01-0.0263
22928SEPHS2P1HumanBreastIDC2.37e-037.72e-020.1527
22928SEPHS2DCIS2HumanBreastDCIS1.72e-492.24e-010.0085
22928SEPHS2HTA11_2487_2000001011HumanColorectumSER1.40e-175.97e-01-0.1808
22928SEPHS2HTA11_1938_2000001011HumanColorectumAD7.74e-145.44e-01-0.0811
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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
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
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:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
GO:004639413BreastIDCcarboxylic acid biosynthetic process38/1434314/187233.39e-032.83e-0238
GO:001605322BreastDCISorganic acid biosynthetic process38/1390316/187232.22e-032.04e-0238
GO:004639422BreastDCIScarboxylic acid biosynthetic process37/1390314/187233.56e-032.92e-0237
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
GO:0046394ColorectumMSScarboxylic acid biosynthetic process76/3467314/187236.71e-034.38e-0276
GO:0016053ColorectumMSSorganic acid biosynthetic process76/3467316/187237.88e-034.84e-0276
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00086523LiverNAFLDcellular amino acid biosynthetic process26/188276/187231.00e-081.33e-0626
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:19016073LiverNAFLDalpha-amino acid biosynthetic process22/188268/187234.13e-072.62e-0522
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
SEPHS2SNVMissense_Mutationc.1210N>Ap.Val404Ilep.V404IQ99611protein_codingtolerated(1)benign(0.062)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SEPHS2SNVMissense_Mutationnovelc.549N>Cp.Met183Ilep.M183IQ99611protein_codingdeleterious(0.04)possibly_damaging(0.734)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SEPHS2deletionFrame_Shift_Delnovelc.1307delCp.Ala436ValfsTer?p.A436Vfs*?Q99611protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SEPHS2SNVMissense_Mutationc.730G>Ap.Val244Ilep.V244IQ99611protein_codingtolerated(0.46)benign(0.041)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEPHS2SNVMissense_Mutationrs766949987c.565N>Ap.Glu189Lysp.E189KQ99611protein_codingtolerated(0.08)benign(0.01)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SEPHS2SNVMissense_Mutationc.1052N>Tp.Ala351Valp.A351VQ99611protein_codingtolerated(0.33)benign(0.05)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SEPHS2SNVMissense_Mutationc.1036A>Gp.Ile346Valp.I346VQ99611protein_codingtolerated(0.7)benign(0.059)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEPHS2SNVMissense_Mutationc.1262G>Ap.Arg421Glnp.R421QQ99611protein_codingtolerated(0.1)benign(0.048)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEPHS2SNVMissense_Mutationc.1240N>Ap.Ala414Thrp.A414TQ99611protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SEPHS2SNVMissense_Mutationc.708N>Ap.Phe236Leup.F236LQ99611protein_codingtolerated(0.16)benign(0.034)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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