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: SESN2

Gene summary for SESN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SESN2

Gene ID

83667

Gene namesestrin 2
Gene AliasHI95
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

P58004


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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
83667SESN2HTA11_2487_2000001011HumanColorectumSER7.97e-042.66e-01-0.1808
83667SESN2HTA11_78_2000001011HumanColorectumAD1.70e-022.75e-01-0.1088
83667SESN2HTA11_347_2000001011HumanColorectumAD1.97e-175.02e-01-0.1954
83667SESN2HTA11_83_2000001011HumanColorectumSER2.65e-064.06e-01-0.1526
83667SESN2HTA11_696_2000001011HumanColorectumAD2.52e-094.27e-01-0.1464
83667SESN2HTA11_1391_2000001011HumanColorectumAD2.46e-053.47e-01-0.059
83667SESN2HTA11_546_2000001011HumanColorectumAD4.79e-023.18e-01-0.0842
83667SESN2A002-C-016HumanColorectumFAP2.93e-02-5.77e-020.0521
83667SESN2A002-C-116HumanColorectumFAP2.91e-02-1.08e-01-0.0452
83667SESN2LZE7THumanEsophagusESCC4.15e-022.88e-010.0667
83667SESN2LZE24THumanEsophagusESCC3.92e-084.09e-010.0596
83667SESN2P1T-EHumanEsophagusESCC4.37e-094.34e-010.0875
83667SESN2P2T-EHumanEsophagusESCC7.15e-276.40e-010.1177
83667SESN2P4T-EHumanEsophagusESCC2.17e-114.19e-010.1323
83667SESN2P5T-EHumanEsophagusESCC1.97e-072.64e-010.1327
83667SESN2P8T-EHumanEsophagusESCC3.40e-021.26e-010.0889
83667SESN2P10T-EHumanEsophagusESCC1.76e-082.76e-010.116
83667SESN2P11T-EHumanEsophagusESCC2.58e-083.60e-010.1426
83667SESN2P12T-EHumanEsophagusESCC5.53e-133.28e-010.1122
83667SESN2P15T-EHumanEsophagusESCC7.20e-082.23e-010.1149
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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
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
∗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:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:1900182ColorectumADpositive regulation of protein localization to nucleus38/391887/187231.43e-064.52e-0538
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa042111ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa042114ColorectumFAPLongevity regulating pathway27/140489/84658.82e-045.20e-033.16e-0327
hsa042115ColorectumFAPLongevity regulating pathway27/140489/84658.82e-045.20e-033.16e-0327
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0421114EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0421115EsophagusESCCLongevity regulating pathway58/420589/84652.19e-036.16e-033.16e-0358
hsa0421121LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0421131LiverHCCLongevity regulating pathway61/402089/84654.46e-052.37e-041.32e-0461
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa041158ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa042119ProstateBPHLongevity regulating pathway27/171889/84651.57e-024.42e-022.73e-0227
hsa0411513ProstateBPHp53 signaling pathway30/171874/84655.15e-053.40e-042.10e-0430
hsa0421112ProstateBPHLongevity regulating pathway27/171889/84651.57e-024.42e-022.73e-0227
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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
SESN2SNVMissense_Mutationc.1056C>Gp.Ile352Metp.I352MP58004protein_codingtolerated(0.1)possibly_damaging(0.814)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SESN2SNVMissense_Mutationc.577N>Ap.Glu193Lysp.E193KP58004protein_codingdeleterious(0)probably_damaging(0.995)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SESN2SNVMissense_Mutationnovelc.791G>Tp.Arg264Leup.R264LP58004protein_codingdeleterious(0.02)possibly_damaging(0.855)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SESN2SNVMissense_Mutationc.116N>Ap.Arg39Glnp.R39QP58004protein_codingtolerated_low_confidence(0.21)benign(0)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SESN2SNVMissense_Mutationc.683C>Ap.Pro228Hisp.P228HP58004protein_codingtolerated(0.54)benign(0.186)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SESN2SNVMissense_Mutationc.277N>Cp.Phe93Leup.F93LP58004protein_codingdeleterious(0.01)benign(0.23)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SESN2SNVMissense_Mutationc.1387C>Tp.Arg463Cysp.R463CP58004protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SESN2SNVMissense_Mutationc.940N>Ap.Cys314Serp.C314SP58004protein_codingtolerated(0.41)benign(0.265)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SESN2SNVMissense_Mutationrs769442139c.308C>Tp.Thr103Metp.T103MP58004protein_codingtolerated(0.84)benign(0.011)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SESN2SNVMissense_Mutationc.904N>Ap.Asp302Asnp.D302NP58004protein_codingtolerated(0.06)possibly_damaging(0.892)TCGA-G4-6628-01Colorectumcolon 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
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