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: SASH1

Gene summary for SASH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SASH1

Gene ID

23328

Gene nameSAM and SH3 domain containing 1
Gene AliasCAPOK
Cytomap6q24.3-q25.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O94885


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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
23328SASH1AEH-subject1HumanEndometriumAEH8.18e-185.02e-01-0.3059
23328SASH1AEH-subject2HumanEndometriumAEH9.53e-032.91e-01-0.2525
23328SASH1AEH-subject3HumanEndometriumAEH3.10e-032.27e-01-0.2576
23328SASH1AEH-subject4HumanEndometriumAEH2.44e-074.34e-01-0.2657
23328SASH1AEH-subject5HumanEndometriumAEH4.69e-174.91e-01-0.2953
23328SASH1EEC-subject1HumanEndometriumEEC2.89e-032.60e-01-0.2682
23328SASH1EEC-subject2HumanEndometriumEEC2.51e-073.43e-01-0.2607
23328SASH1EEC-subject4HumanEndometriumEEC1.33e-022.22e-01-0.2571
23328SASH1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.97e-021.94e-01-0.1869
23328SASH1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.29e-031.97e-01-0.1875
23328SASH1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.09e-029.95e-02-0.1883
23328SASH1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.90e-062.28e-01-0.1917
23328SASH1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.35e-052.64e-01-0.1916
23328SASH1RNA-P25T1-P25T1-1HumanLungAIS1.37e-075.22e-01-0.2116
23328SASH1RNA-P25T1-P25T1-4HumanLungAIS4.31e-043.83e-01-0.2119
23328SASH1RNA-P6T1-P6T1-1HumanLungMIAC6.82e-038.35e-01-0.0238
23328SASH1RNA-P6T1-P6T1-3HumanLungMIAC9.01e-069.65e-01-0.0296
23328SASH1RNA-P6T1-P6T1-4HumanLungMIAC2.91e-047.39e-01-0.0263
23328SASH1RNA-P6T2-P6T2-1HumanLungIAC7.62e-093.55e-01-0.0166
23328SASH1RNA-P6T2-P6T2-2HumanLungIAC2.66e-063.34e-01-0.0132
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:190332016EndometriumAEHregulation of protein modification by small protein conjugation or removal67/2100242/187231.10e-122.26e-1067
GO:003139616EndometriumAEHregulation of protein ubiquitination57/2100210/187231.24e-101.40e-0857
GO:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:009013014EndometriumAEHtissue migration73/2100365/187235.79e-072.20e-0573
GO:009013214EndometriumAEHepithelium migration72/2100360/187236.90e-072.55e-0572
GO:001063114EndometriumAEHepithelial cell migration71/2100357/187231.02e-063.52e-0571
GO:001063214EndometriumAEHregulation of epithelial cell migration60/2100292/187232.31e-066.77e-0560
GO:001063410EndometriumAEHpositive regulation of epithelial cell migration41/2100176/187233.79e-061.01e-0441
GO:00514039EndometriumAEHstress-activated MAPK cascade50/2100239/187239.33e-062.18e-0450
GO:00310989EndometriumAEHstress-activated protein kinase signaling cascade51/2100247/187231.12e-052.52e-0451
GO:00328728EndometriumAEHregulation of stress-activated MAPK cascade42/2100192/187231.53e-053.23e-0442
GO:00380665EndometriumAEHp38MAPK cascade18/210055/187231.77e-053.65e-0418
GO:00435428EndometriumAEHendothelial cell migration55/2100279/187232.11e-054.15e-0455
GO:00105955EndometriumAEHpositive regulation of endothelial cell migration32/2100133/187232.12e-054.15e-0432
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00703028EndometriumAEHregulation of stress-activated protein kinase signaling cascade42/2100195/187232.27e-054.35e-0442
GO:00105945EndometriumAEHregulation of endothelial cell migration47/2100232/187234.02e-056.91e-0447
GO:000223710EndometriumAEHresponse to molecule of bacterial origin65/2100363/187239.00e-051.30e-0365
GO:003249610EndometriumAEHresponse to lipopolysaccharide62/2100343/187239.82e-051.41e-0362
GO:19007443EndometriumAEHregulation of p38MAPK cascade15/210047/187231.21e-041.67e-0315
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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
SASH1SNVMissense_Mutationc.2098N>Tp.Asn700Tyrp.N700YO94885protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
SASH1SNVMissense_Mutationrs771773054c.2579N>Tp.Pro860Leup.P860LO94885protein_codingdeleterious_low_confidence(0.01)benign(0.012)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SASH1SNVMissense_Mutationrs587781245c.1849G>Ap.Glu617Lysp.E617KO94885protein_codingdeleterious(0.02)benign(0.085)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SASH1SNVMissense_Mutationnovelc.2696G>Tp.Arg899Ilep.R899IO94885protein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SASH1SNVMissense_Mutationnovelc.2467N>Ap.Glu823Lysp.E823KO94885protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SASH1SNVMissense_Mutationrs569499786c.1013N>Tp.Ser338Phep.S338FO94885protein_codingtolerated_low_confidence(0.08)benign(0.024)TCGA-D8-A4Z1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SASH1SNVMissense_Mutationnovelc.1627N>Tp.Asp543Tyrp.D543YO94885protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A14X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SASH1SNVMissense_Mutationrs534390155c.1535G>Ap.Arg512Hisp.R512HO94885protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-E2-A1B0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SASH1SNVMissense_Mutationnovelc.3675G>Cp.Glu1225Aspp.E1225DO94885protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.952)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SASH1SNVMissense_Mutationnovelc.115G>Ap.Glu39Lysp.E39KO94885protein_codingdeleterious_low_confidence(0.04)benign(0.001)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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