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: STON2

Gene summary for STON2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STON2

Gene ID

85439

Gene namestonin 2
Gene AliasSTN2
Cytomap14q31.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8WXE9


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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
85439STON2CA_HPV_3HumanCervixCC1.81e-031.22e-010.0414
85439STON2CCI_1HumanCervixCC3.88e-088.03e-010.528
85439STON2CCI_2HumanCervixCC4.55e-099.42e-010.5249
85439STON2CCI_3HumanCervixCC4.23e-141.03e+000.516
85439STON2TumorHumanCervixCC1.47e-042.07e-010.1241
85439STON2sample3HumanCervixCC9.84e-062.38e-010.1387
85439STON2T3HumanCervixCC4.75e-072.23e-010.1389
85439STON2LZE4THumanEsophagusESCC1.23e-226.12e-010.0811
85439STON2LZE24THumanEsophagusESCC2.08e-052.30e-010.0596
85439STON2P2T-EHumanEsophagusESCC7.95e-075.35e-020.1177
85439STON2P4T-EHumanEsophagusESCC2.58e-081.80e-010.1323
85439STON2P5T-EHumanEsophagusESCC1.54e-081.33e-010.1327
85439STON2P8T-EHumanEsophagusESCC4.89e-031.54e-010.0889
85439STON2P10T-EHumanEsophagusESCC8.54e-398.03e-010.116
85439STON2P11T-EHumanEsophagusESCC5.15e-053.41e-010.1426
85439STON2P12T-EHumanEsophagusESCC1.74e-224.67e-010.1122
85439STON2P15T-EHumanEsophagusESCC1.85e-287.72e-010.1149
85439STON2P17T-EHumanEsophagusESCC2.60e-042.23e-010.1278
85439STON2P20T-EHumanEsophagusESCC2.51e-102.06e-010.1124
85439STON2P21T-EHumanEsophagusESCC1.80e-102.64e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00301008CervixCCregulation of endocytosis47/2311211/187233.65e-055.82e-0447
GO:00484883CervixCCsynaptic vesicle endocytosis16/231162/187232.87e-031.91e-0216
GO:01402383CervixCCpresynaptic endocytosis16/231162/187232.87e-031.91e-0216
GO:00364655CervixCCsynaptic vesicle recycling17/231175/187238.87e-034.53e-0217
GO:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003010016Oral cavityOSCCregulation of endocytosis121/7305211/187234.74e-088.80e-07121
GO:003010017Oral cavityLPregulation of endocytosis81/4623211/187236.57e-061.29e-0481
GO:003010019SkinAKregulation of endocytosis36/1910211/187231.42e-031.05e-0236
GO:003010024SkincSCCregulation of endocytosis72/4864211/187235.06e-032.56e-0272
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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
STON2SNVMissense_Mutationc.692G>Ap.Ser231Asnp.S231NQ8WXE9protein_codingdeleterious_low_confidence(0)benign(0.189)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STON2SNVMissense_Mutationc.1652A>Tp.Asp551Valp.D551VQ8WXE9protein_codingtolerated(0.06)benign(0.075)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
STON2SNVMissense_Mutationc.2433N>Ap.Phe811Leup.F811LQ8WXE9protein_codingtolerated(0.41)probably_damaging(0.987)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
STON2SNVMissense_Mutationc.612N>Cp.Met204Ilep.M204IQ8WXE9protein_codingdeleterious_low_confidence(0)probably_damaging(0.961)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STON2SNVMissense_Mutationc.280N>Cp.Asp94Hisp.D94HQ8WXE9protein_codingdeleterious_low_confidence(0)benign(0.027)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STON2SNVMissense_Mutationnovelc.2599N>Ap.His867Asnp.H867NQ8WXE9protein_codingdeleterious(0.04)probably_damaging(0.909)TCGA-D8-A3Z6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
STON2insertionFrame_Shift_Insnovelc.1256_1257insCGGGAGGTGGAGGTTGCAGp.Ala420GlyfsTer13p.A420Gfs*13Q8WXE9protein_codingTCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
STON2insertionNonsense_Mutationnovelc.2026_2027insATTAACGTATTAGCTGTGGTGCTGGAAGTp.Arg676HisfsTer2p.R676Hfs*2Q8WXE9protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
STON2SNVMissense_Mutationc.584N>Tp.Ser195Leup.S195LQ8WXE9protein_codingtolerated_low_confidence(1)benign(0.129)TCGA-C5-A7UH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
STON2SNVMissense_Mutationrs761209868c.1978N>Tp.Arg660Trpp.R660WQ8WXE9protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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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