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: YES1

Gene summary for YES1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YES1

Gene ID

7525

Gene nameYES proto-oncogene 1, Src family tyrosine kinase
Gene AliasHsT441
Cytomap18p11.32
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P07947


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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
7525YES1AEH-subject1HumanEndometriumAEH4.35e-093.71e-01-0.3059
7525YES1AEH-subject3HumanEndometriumAEH5.28e-042.41e-01-0.2576
7525YES1EEC-subject1HumanEndometriumEEC3.91e-123.98e-01-0.2682
7525YES1EEC-subject3HumanEndometriumEEC2.37e-032.16e-01-0.2525
7525YES1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.80e-122.22e-02-0.1869
7525YES1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.47e-09-2.95e-02-0.1875
7525YES1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.19e-13-2.92e-04-0.1883
7525YES1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.50e-05-4.11e-02-0.1934
7525YES1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.43e-09-3.27e-02-0.1917
7525YES1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.17e-12-8.19e-02-0.1916
7525YES1LZE2THumanEsophagusESCC3.00e-111.99e+000.082
7525YES1LZE4THumanEsophagusESCC2.96e-131.79e-010.0811
7525YES1LZE5THumanEsophagusESCC6.04e-051.18e-010.0514
7525YES1LZE7THumanEsophagusESCC8.23e-031.07e-010.0667
7525YES1LZE8THumanEsophagusESCC6.50e-071.71e-010.067
7525YES1LZE20THumanEsophagusESCC2.00e-049.74e-020.0662
7525YES1LZE22THumanEsophagusESCC1.45e-092.70e-010.068
7525YES1LZE24THumanEsophagusESCC1.00e-225.71e-010.0596
7525YES1LZE6THumanEsophagusESCC6.55e-056.71e-010.0845
7525YES1P1T-EHumanEsophagusESCC8.32e-167.99e-010.0875
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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
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
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
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
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
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
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:004578516EndometriumAEHpositive regulation of cell adhesion96/2100437/187235.50e-117.18e-0996
GO:00715596EndometriumAEHresponse to transforming growth factor beta53/2100256/187237.01e-061.69e-0453
GO:00715606EndometriumAEHcellular response to transforming growth factor beta stimulus51/2100250/187231.59e-053.32e-0451
GO:002240714EndometriumAEHregulation of cell-cell adhesion79/2100448/187232.90e-055.40e-0479
GO:002240910EndometriumAEHpositive regulation of cell-cell adhesion54/2100284/187236.94e-051.07e-0354
GO:19030398EndometriumAEHpositive regulation of leukocyte cell-cell adhesion46/2100239/187231.72e-042.24e-0346
GO:00421109EndometriumAEHT cell activation81/2100487/187231.78e-042.30e-0381
GO:00509008EndometriumAEHleukocyte migration64/2100369/187232.57e-043.04e-0364
GO:00508709EndometriumAEHpositive regulation of T cell activation41/2100216/187235.08e-045.18e-0341
GO:00071599EndometriumAEHleukocyte cell-cell adhesion63/2100371/187235.11e-045.21e-0363
GO:00508639EndometriumAEHregulation of T cell activation57/2100329/187235.58e-045.59e-0357
GO:00027645EndometriumAEHimmune response-regulating signaling pathway76/2100468/187235.76e-045.71e-0376
GO:00380934EndometriumAEHFc receptor signaling pathway14/210050/187238.97e-048.24e-0314
GO:19030379EndometriumAEHregulation of leukocyte cell-cell adhesion57/2100336/187239.42e-048.57e-0357
GO:00026838EndometriumAEHnegative regulation of immune system process69/2100434/187231.76e-031.41e-0269
GO:00024332EndometriumAEHimmune response-regulating cell surface receptor signaling pathway involved in phagocytosis8/210027/187237.74e-034.33e-028
GO:00380962EndometriumAEHFc-gamma receptor signaling pathway involved in phagocytosis8/210027/187237.74e-034.33e-028
GO:004578517EndometriumEECpositive regulation of cell adhesion98/2168437/187236.15e-118.38e-0998
GO:002240715EndometriumEECregulation of cell-cell adhesion84/2168448/187234.98e-061.24e-0484
GO:007155914EndometriumEECresponse to transforming growth factor beta54/2168256/187238.25e-061.83e-0454
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452025EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa04520111EndometriumAEHAdherens junction36/119793/84653.49e-095.98e-084.37e-0836
hsa0452026EndometriumEECAdherens junction36/123793/84658.57e-091.48e-071.11e-0736
hsa0452035EndometriumEECAdherens junction36/123793/84658.57e-091.48e-071.11e-0736
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0452022LiverCirrhoticAdherens junction52/253093/84651.36e-071.97e-061.21e-0652
hsa0452032LiverCirrhoticAdherens junction52/253093/84651.36e-071.97e-061.21e-0652
hsa0452042LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0452052LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0452016LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa0452017LungIACAdherens junction37/105393/84651.99e-112.16e-091.43e-0937
hsa0452029Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa04520113Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa0452027ProstateBPHAdherens junction55/171893/84651.90e-164.18e-152.59e-1555
hsa04520112ProstateBPHAdherens junction55/171893/84651.90e-164.18e-152.59e-1555
hsa0452028ProstateTumorAdherens junction53/179193/84653.68e-148.11e-135.03e-1353
hsa0452036ProstateTumorAdherens junction53/179193/84653.68e-148.11e-135.03e-1353
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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
YES1SNVMissense_Mutationrs763332220c.137N>Tp.Ser46Leup.S46LP07947protein_codingtolerated(0.07)benign(0.027)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
YES1SNVMissense_Mutationc.760G>Cp.Val254Leup.V254LP07947protein_codingdeleterious(0.04)benign(0.02)TCGA-BH-A0DG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
YES1insertionIn_Frame_Insnovelc.116_117insAGGp.Val39_Ser40insGlyp.V39_S40insGP07947protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YES1insertionNonsense_Mutationnovelc.115_116insGCCATTCTAATAACTGTAAAGATAAACTCTAAp.Val39GlyfsTer11p.V39Gfs*11P07947protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
YES1insertionNonsense_Mutationnovelc.57_58insGAGAGAAAATGAGCTCTTTTGTAAAGGGTCCCGTATCAGGATGCTTp.Asn20GlufsTer4p.N20Efs*4P07947protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
YES1deletionFrame_Shift_Delnovelc.846delNp.Lys282AsnfsTer2p.K282Nfs*2P07947protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
YES1SNVMissense_Mutationc.388N>Ap.Glu130Lysp.E130KP07947protein_codingtolerated(0.35)benign(0.062)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
YES1SNVMissense_Mutationc.1034N>Cp.Tyr345Serp.Y345SP07947protein_codingdeleterious(0)probably_damaging(0.98)TCGA-Q1-A5R1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YES1SNVMissense_Mutationrs202083013c.403G>Ap.Ala135Thrp.A135TP07947protein_codingtolerated(1)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
YES1SNVMissense_Mutationc.1153N>Ap.Ala385Thrp.A385TP07947protein_codingdeleterious(0.02)possibly_damaging(0.748)TCGA-AA-3715-01Colorectumcolon 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
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLEGSK-625137AGSK-625137A
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLEGW831090XGW831090X
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLESB-221466CHEMBL95502
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLEGW827102XGW827102X
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLESB-203580SB-203580
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLEGW631581BGW631581B
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLECYC-116CYC-116
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLEGW837331XGW837331X
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLESK&F-86002CHEMBL313417
7525YES1DRUGGABLE GENOME, KINASE, TYROSINE KINASE, ENZYME, CLINICALLY ACTIONABLEREGORAFENIBREGORAFENIB
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