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: THY1

Gene summary for THY1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

THY1

Gene ID

7070

Gene nameThy-1 cell surface antigen
Gene AliasCD90
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B0YJA4


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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
7070THY1AEH-subject1HumanEndometriumAEH2.58e-26-6.71e-01-0.3059
7070THY1AEH-subject2HumanEndometriumAEH2.21e-31-6.81e-01-0.2525
7070THY1AEH-subject3HumanEndometriumAEH2.97e-23-6.09e-01-0.2576
7070THY1AEH-subject4HumanEndometriumAEH6.10e-10-4.56e-01-0.2657
7070THY1AEH-subject5HumanEndometriumAEH1.42e-31-6.69e-01-0.2953
7070THY1EEC-subject1HumanEndometriumEEC2.81e-38-7.04e-01-0.2682
7070THY1EEC-subject2HumanEndometriumEEC7.90e-36-6.97e-01-0.2607
7070THY1EEC-subject3HumanEndometriumEEC5.88e-35-6.52e-01-0.2525
7070THY1EEC-subject4HumanEndometriumEEC2.11e-27-6.57e-01-0.2571
7070THY1EEC-subject5HumanEndometriumEEC4.66e-30-6.76e-01-0.249
7070THY1GSM5276934HumanEndometriumEEC2.45e-28-6.49e-01-0.0913
7070THY1GSM5276935HumanEndometriumEEC2.84e-37-7.03e-01-0.123
7070THY1GSM5276937HumanEndometriumEEC2.30e-15-5.60e-01-0.0897
7070THY1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.44e-29-6.98e-01-0.1869
7070THY1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.29e-29-7.11e-01-0.1875
7070THY1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.64e-30-6.98e-01-0.1883
7070THY1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.08e-38-7.06e-01-0.1934
7070THY1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.43e-39-6.98e-01-0.1917
7070THY1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC6.07e-41-6.80e-01-0.1916
7070THY1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC6.82e-15-5.39e-01-0.1269
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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
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
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:0033673111ThyroidPTCnegative regulation of kinase activity115/5968237/187235.98e-081.26e-06115
GO:0010975110ThyroidPTCregulation of neuron projection development194/5968445/187231.05e-072.08e-06194
GO:004677716ThyroidPTCprotein autophosphorylation110/5968227/187231.25e-072.44e-06110
GO:000195220ThyroidPTCregulation of cell-matrix adhesion69/5968128/187231.92e-073.51e-0669
GO:0051235112ThyroidPTCmaintenance of location148/5968327/187232.30e-074.07e-06148
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:0010811112ThyroidPTCpositive regulation of cell-substrate adhesion65/5968123/187231.10e-061.62e-0565
GO:0034329111ThyroidPTCcell junction assembly180/5968420/187231.17e-061.69e-05180
GO:000716020ThyroidPTCcell-matrix adhesion109/5968233/187231.28e-061.84e-05109
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:0051651113ThyroidPTCmaintenance of location in cell100/5968214/187233.65e-064.67e-05100
GO:005076716ThyroidPTCregulation of neurogenesis156/5968364/187235.86e-067.05e-05156
GO:015011717ThyroidPTCpositive regulation of cell-substrate junction organization23/596833/187239.16e-061.04e-0423
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:00507708ThyroidPTCregulation of axonogenesis74/5968154/187231.96e-052.00e-0474
GO:000722918ThyroidPTCintegrin-mediated signaling pathway55/5968107/187232.07e-052.08e-0455
GO:005189410ThyroidPTCpositive regulation of focal adhesion assembly19/596828/187239.95e-058.15e-0419
GO:0045785112ThyroidPTCpositive regulation of cell adhesion176/5968437/187231.10e-048.83e-04176
GO:00313459ThyroidPTCnegative regulation of cell projection organization83/5968186/187231.72e-041.32e-0383
GO:00519608ThyroidPTCregulation of nervous system development177/5968443/187231.72e-041.32e-03177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0467026EndometriumAEHLeukocyte transendothelial migration37/1197114/84654.51e-076.11e-064.47e-0637
hsa04670111EndometriumAEHLeukocyte transendothelial migration37/1197114/84654.51e-076.11e-064.47e-0637
hsa0467027EndometriumEECLeukocyte transendothelial migration36/1237114/84652.97e-063.91e-052.91e-0536
hsa0467036EndometriumEECLeukocyte transendothelial migration36/1237114/84652.97e-063.91e-052.91e-0536
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0467052LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0467030Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa04670113Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa04670210Oral cavityEOLPLeukocyte transendothelial migration37/1218114/84657.00e-076.85e-064.04e-0637
hsa0467038Oral cavityEOLPLeukocyte transendothelial migration37/1218114/84657.00e-076.85e-064.04e-0637
hsa0467046Oral cavityNEOLPLeukocyte transendothelial migration31/1112114/84654.39e-053.41e-042.14e-0431
hsa0467056Oral cavityNEOLPLeukocyte transendothelial migration31/1112114/84654.39e-053.41e-042.14e-0431
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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
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1BreastDCIS
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1BreastDCIS
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1BreastHealthy
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1BreastHealthy
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1BreastIDC
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1BreastIDC
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1CervixADJ
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CervixADJ
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CervixHealthy
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1CervixPrecancer
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CervixPrecancer
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CRCAD
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CRCADJ
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1CRCMSI-H
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CRCMSI-H
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CRCMSS
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1CRCSER
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1CRCSER
THY1ITGAM_ITGB2THY1_ITGAM_ITGB2THY1EndometriumADJ
THY1ITGAX_ITGB2THY1_ITGAX_ITGB2THY1EndometriumADJ
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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
THY1SNVMissense_Mutationrs147718110c.380T>Gp.Leu127Argp.L127RP04216protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A1M9-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
THY1SNVMissense_Mutationnovelc.5N>Gp.Asn2Serp.N2SP04216protein_codingdeleterious(0.01)benign(0.025)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
THY1SNVMissense_Mutationc.258G>Tp.Met86Ilep.M86IP04216protein_codingtolerated(0.7)benign(0)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
THY1SNVMissense_Mutationnovelc.187N>Ap.Leu63Ilep.L63IP04216protein_codingtolerated(0.65)benign(0.03)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
THY1SNVMissense_Mutationrs533696940c.467N>Tp.Thr156Metp.T156MP04216protein_codingtolerated(0.15)benign(0.003)TCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
THY1SNVMissense_Mutationnovelc.23N>Tp.Ala8Valp.A8VP04216protein_codingtolerated(0.23)benign(0.003)TCGA-WQ-A9G7-01Liverliver hepatocellular carcinomaFemale>=65III/IVUnknownUnknownSD
THY1SNVMissense_Mutationc.340N>Gp.Pro114Alap.P114AP04216protein_codingtolerated(0.77)benign(0.001)TCGA-50-5930-01Lunglung adenocarcinomaMale<65III/IVChemotherapytaxoterePD
THY1SNVMissense_Mutationc.128N>Tp.Thr43Ilep.T43IP04216protein_codingdeleterious(0.02)benign(0.089)TCGA-55-7903-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
THY1SNVMissense_Mutationc.29N>Ap.Leu10Glnp.L10QP04216protein_codingdeleterious(0)probably_damaging(0.96)TCGA-69-7979-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
THY1SNVMissense_Mutationc.277N>Tp.Ala93Serp.A93SP04216protein_codingtolerated(0.72)benign(0.003)TCGA-86-8054-01Lunglung adenocarcinomaMale<65I/IIChemotherapypaclitaxelCR
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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
7070THY1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEHEL6186895
7070THY1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACETHYMOSIN FRACTION 56141799
7070THY1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACEFCA9521021
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