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: ISLR

Gene summary for ISLR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ISLR

Gene ID

3671

Gene nameimmunoglobulin superfamily containing leucine rich repeat
Gene AliasHsT17563
Cytomap15q24.1
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

A0A146E5L3


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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
3671ISLRAEH-subject1HumanEndometriumAEH2.01e-45-8.73e-01-0.3059
3671ISLRAEH-subject2HumanEndometriumAEH9.10e-43-8.72e-01-0.2525
3671ISLRAEH-subject3HumanEndometriumAEH1.07e-43-8.58e-01-0.2576
3671ISLRAEH-subject4HumanEndometriumAEH8.82e-25-8.00e-01-0.2657
3671ISLRAEH-subject5HumanEndometriumAEH2.97e-52-8.93e-01-0.2953
3671ISLREEC-subject1HumanEndometriumEEC6.49e-49-8.90e-01-0.2682
3671ISLREEC-subject2HumanEndometriumEEC1.25e-56-9.02e-01-0.2607
3671ISLREEC-subject3HumanEndometriumEEC2.03e-50-8.57e-01-0.2525
3671ISLREEC-subject4HumanEndometriumEEC1.99e-44-8.46e-01-0.2571
3671ISLREEC-subject5HumanEndometriumEEC5.18e-51-8.77e-01-0.249
3671ISLRGSM5276934HumanEndometriumEEC1.24e-42-8.46e-01-0.0913
3671ISLRGSM5276935HumanEndometriumEEC1.25e-56-8.98e-01-0.123
3671ISLRGSM5276937HumanEndometriumEEC2.24e-34-8.44e-01-0.0897
3671ISLRGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC8.13e-38-8.89e-01-0.1869
3671ISLRGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.46e-37-9.02e-01-0.1875
3671ISLRGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.05e-39-8.88e-01-0.1883
3671ISLRGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.19e-55-8.91e-01-0.1934
3671ISLRGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC4.01e-57-9.02e-01-0.1917
3671ISLRGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC7.45e-54-9.02e-01-0.1916
3671ISLRGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC8.27e-05-3.83e-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
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
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
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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
ISLRSNVMissense_Mutationrs146746279c.593N>Tp.Thr198Metp.T198MO14498protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ISLRSNVMissense_Mutationnovelc.854N>Cp.Val285Alap.V285AO14498protein_codingtolerated(0.16)benign(0.1)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ISLRSNVMissense_Mutationc.1097N>Ap.Gly366Glup.G366EO14498protein_codingdeleterious(0.01)benign(0.086)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ISLRSNVMissense_Mutationnovelc.387N>Ap.Met129Ilep.M129IO14498protein_codingdeleterious(0)possibly_damaging(0.589)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ISLRinsertionNonsense_Mutationnovelc.847_848insACCAAGGGTCCCCATCTCAGGCCTGAGCCCAATTTAGAGGAGGp.Pro283HisfsTer9p.P283Hfs*9O14498protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ISLRSNVMissense_Mutationc.128C>Tp.Ser43Phep.S43FO14498protein_codingdeleterious(0.03)benign(0.054)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ISLRSNVMissense_Mutationrs527446512c.487G>Ap.Glu163Lysp.E163KO14498protein_codingdeleterious(0.05)possibly_damaging(0.503)TCGA-MU-A8JM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ISLRSNVMissense_Mutationnovelc.49N>Gp.Gln17Glup.Q17EO14498protein_codingtolerated(0.98)benign(0.007)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
ISLRSNVMissense_Mutationrs199636609c.263N>Tp.Thr88Metp.T88MO14498protein_codingdeleterious(0.02)possibly_damaging(0.664)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ISLRSNVMissense_Mutationrs376998994c.547G>Ap.Asp183Asnp.D183NO14498protein_codingtolerated(0.69)benign(0)TCGA-AA-3977-01Colorectumcolon 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
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