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: STN1

Gene summary for STN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STN1

Gene ID

79991

Gene nameSTN1 subunit of CST complex
Gene AliasAAF-44
Cytomap10q24.33
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q9H668


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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
79991STN1LZE4THumanEsophagusESCC3.78e-082.32e-010.0811
79991STN1LZE7THumanEsophagusESCC3.98e-063.01e-010.0667
79991STN1LZE8THumanEsophagusESCC2.72e-031.56e-010.067
79991STN1LZE20THumanEsophagusESCC7.18e-071.97e-010.0662
79991STN1LZE24THumanEsophagusESCC6.51e-296.49e-010.0596
79991STN1LZE21THumanEsophagusESCC8.02e-042.06e-010.0655
79991STN1LZE6THumanEsophagusESCC9.07e-083.26e-010.0845
79991STN1NAFLD1HumanLiverNAFLD1.48e-021.88e-01-0.04
79991STN1HCC1HumanLiverHCC1.89e-021.43e+000.5336
79991STN1HCC2HumanLiverHCC1.30e-153.17e+000.5341
79991STN1S014HumanLiverHCC1.36e-214.67e-010.2254
79991STN1S015HumanLiverHCC6.83e-297.11e-010.2375
79991STN1S016HumanLiverHCC1.04e-225.13e-010.2243
79991STN1S027HumanLiverHCC2.89e-156.94e-010.2446
79991STN1S028HumanLiverHCC5.39e-215.63e-010.2503
79991STN1S029HumanLiverHCC3.57e-226.40e-010.2581
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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.

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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:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:19018886CervixCCregulation of cell junction assembly42/2311204/187235.50e-045.29e-0342
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:1901888ColorectumADregulation of cell junction assembly61/3918204/187231.50e-031.27e-0261
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:1902414ColorectumADprotein localization to cell junction31/391894/187234.30e-032.95e-0231
GO:0050807ColorectumADregulation of synapse organization60/3918211/187235.67e-033.64e-0260
GO:0099072ColorectumADregulation of postsynaptic membrane neurotransmitter receptor levels22/391862/187235.72e-033.64e-0222
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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
STN1SNVMissense_Mutationrs146909879c.149A>Gp.Asn50Serp.N50SQ9H668protein_codingdeleterious(0.02)probably_damaging(0.918)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
STN1SNVMissense_Mutationc.542N>Ap.Pro181Hisp.P181HQ9H668protein_codingdeleterious(0.04)probably_damaging(1)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STN1SNVMissense_Mutationc.284N>Gp.Glu95Glyp.E95GQ9H668protein_codingtolerated(0.28)benign(0.096)TCGA-BH-A0H9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
STN1SNVMissense_Mutationc.487C>Gp.Gln163Glup.Q163EQ9H668protein_codingdeleterious(0)probably_damaging(0.975)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
STN1deletionFrame_Shift_Delc.990_999delNNNNNNNNNNp.Cys330Terp.C330*Q9H668protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
STN1SNVMissense_Mutationnovelc.290T>Cp.Val97Alap.V97AQ9H668protein_codingtolerated(0.77)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STN1SNVMissense_Mutationrs183917764c.416N>Ap.Arg139Hisp.R139HQ9H668protein_codingtolerated(0.12)benign(0.168)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STN1SNVMissense_Mutationc.949N>Tp.His317Tyrp.H317YQ9H668protein_codingtolerated(0.35)benign(0.013)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STN1SNVMissense_Mutationrs780655414c.1010C>Tp.Pro337Leup.P337LQ9H668protein_codingtolerated(0.52)possibly_damaging(0.47)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STN1deletionFrame_Shift_Delc.831delNp.Gly278AspfsTer16p.G278Dfs*16Q9H668protein_codingTCGA-CM-6674-01Colorectumcolon 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
79991STN1ENZYMEatenololATENOLOL31327267
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