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: GEM

Gene summary for GEM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GEM

Gene ID

2669

Gene nameGTP binding protein overexpressed in skeletal muscle
Gene AliasKIR
Cytomap8q22.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A024R9F5


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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
2669GEMAEH-subject1HumanEndometriumAEH1.00e-094.13e-01-0.3059
2669GEMGSM5276934HumanEndometriumEEC6.16e-206.16e-01-0.0913
2669GEMGSM5276937HumanEndometriumEEC7.05e-379.26e-01-0.0897
2669GEMGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC3.51e-03-9.46e-02-0.1917
2669GEMGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.02e-02-7.77e-02-0.1916
2669GEMLZE2THumanEsophagusESCC1.37e-071.24e-010.082
2669GEMLZE3DHumanEsophagusHGIN5.26e-037.66e-010.0668
2669GEMLZE7THumanEsophagusESCC2.66e-03-5.52e-010.0667
2669GEMLZE8THumanEsophagusESCC3.35e-045.37e-010.067
2669GEMLZE22D1HumanEsophagusHGIN4.92e-03-5.50e-010.0595
2669GEMLZE22D3HumanEsophagusHGIN1.01e-027.89e-010.0653
2669GEMP2T-EHumanEsophagusESCC3.27e-582.35e+000.1177
2669GEMP5T-EHumanEsophagusESCC2.86e-057.81e-010.1327
2669GEMP11T-EHumanEsophagusESCC2.34e-172.04e+000.1426
2669GEMP12T-EHumanEsophagusESCC7.02e-054.47e-010.1122
2669GEMP16T-EHumanEsophagusESCC3.00e-682.26e+000.1153
2669GEMP21T-EHumanEsophagusESCC1.34e-261.78e+000.1617
2669GEMP22T-EHumanEsophagusESCC5.56e-181.18e+000.1236
2669GEMP23T-EHumanEsophagusESCC7.29e-061.74e+000.108
2669GEMP26T-EHumanEsophagusESCC2.24e-075.71e-010.1276
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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
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:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
GO:00510515EndometriumAEHnegative regulation of transport79/2100470/187231.51e-041.99e-0379
GO:00109597EndometriumAEHregulation of metal ion transport66/2100406/187231.24e-031.07e-0266
GO:0034766EndometriumAEHnegative regulation of ion transmembrane transport22/2100109/187234.39e-032.89e-0222
GO:0043271EndometriumAEHnegative regulation of ion transport29/2100160/187236.16e-033.70e-0229
GO:00228986EndometriumAEHregulation of transmembrane transporter activity45/2100278/187237.34e-034.18e-0245
GO:0034763EndometriumAEHnegative regulation of transmembrane transport26/2100143/187238.78e-034.78e-0226
GO:1904063EndometriumAEHnegative regulation of cation transmembrane transport20/2100102/187238.88e-034.82e-0220
GO:19040623EndometriumAEHregulation of cation transmembrane transport55/2100357/187239.18e-034.96e-0255
GO:005165613EndometriumEECestablishment of organelle localization75/2168390/187236.23e-061.49e-0475
GO:005105111EndometriumEECnegative regulation of transport80/2168470/187232.53e-042.93e-0380
GO:001095914EndometriumEECregulation of metal ion transport70/2168406/187234.12e-044.35e-0370
GO:00347661EndometriumEECnegative regulation of ion transmembrane transport22/2168109/187236.39e-033.76e-0222
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:00500003EsophagusHGINchromosome localization24/258782/187232.07e-043.82e-0324
GO:00070593EsophagusHGINchromosome segregation71/2587346/187233.47e-045.62e-0371
GO:00513033EsophagusHGINestablishment of chromosome localization23/258780/187233.71e-045.77e-0323
GO:00513103EsophagusHGINmetaphase plate congression18/258765/187232.46e-032.45e-0218
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
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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
GEMSNVMissense_Mutationrs774736541c.373N>Ap.Ala125Thrp.A125TP55040protein_codingtolerated(0.8)benign(0.179)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GEMinsertionIn_Frame_Insnovelc.332-37_342dupTCGCCTGACTCCAATATCTTTGTTCTTTCTTCTCTAGAAGATACATATp.Tyr114_Glu115insSerProAspSerAsnIlePheValLeuSerSerLeuGluAspThrTyrp.Y114_E115insSPDSNIFVLSSLEDTYP55040protein_codingTCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GEMSNVMissense_Mutationc.271N>Gp.Leu91Valp.L91VP55040protein_codingdeleterious(0.01)benign(0.297)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
GEMSNVMissense_Mutationrs749374110c.724N>Tp.Arg242Trpp.R242WP55040protein_codingdeleterious(0)probably_damaging(1)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GEMSNVMissense_Mutationrs780498125c.167N>Ap.Arg56Glnp.R56QP55040protein_codingtolerated(0.61)benign(0.007)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
GEMSNVMissense_Mutationrs187593880c.589N>Tp.Arg197Trpp.R197WP55040protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
GEMSNVMissense_Mutationrs140549853c.61N>Tp.Arg21Cysp.R21CP55040protein_codingdeleterious(0)possibly_damaging(0.759)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GEMSNVMissense_Mutationnovelc.109C>Ap.Pro37Thrp.P37TP55040protein_codingtolerated(0.13)benign(0.039)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GEMSNVMissense_Mutationc.536G>Ap.Arg179Glnp.R179QP55040protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
GEMSNVMissense_Mutationc.335N>Tp.Asp112Valp.D112VP55040protein_codingtolerated(0.06)benign(0.289)TCGA-G4-6627-01Colorectumcolon 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
2669GEMNALirilumabLIRILUMAB
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