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: GDI2

Gene summary for GDI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GDI2

Gene ID

2665

Gene nameGDP dissociation inhibitor 2
Gene AliasHEL-S-46e
Cytomap10p15.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

P50395


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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
2665GDI2EEC-subject3HumanEndometriumEEC9.86e-31-4.55e-01-0.2525
2665GDI2EEC-subject4HumanEndometriumEEC2.36e-06-3.19e-01-0.2571
2665GDI2EEC-subject5HumanEndometriumEEC5.24e-08-3.48e-01-0.249
2665GDI2GSM5276934HumanEndometriumEEC5.41e-03-2.50e-01-0.0913
2665GDI2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.09e-30-3.13e-01-0.1869
2665GDI2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.65e-32-1.82e-01-0.1875
2665GDI2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.33e-34-2.11e-01-0.1883
2665GDI2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.18e-30-8.58e-02-0.1934
2665GDI2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.37e-46-7.66e-02-0.1917
2665GDI2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.65e-55-1.66e-02-0.1916
2665GDI2GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.49e-06-1.58e-01-0.1269
2665GDI2LZE4THumanEsophagusESCC2.48e-148.77e-010.0811
2665GDI2LZE5THumanEsophagusESCC2.89e-038.43e-010.0514
2665GDI2LZE8THumanEsophagusESCC4.33e-094.15e-010.067
2665GDI2LZE20THumanEsophagusESCC1.43e-053.85e-020.0662
2665GDI2LZE22THumanEsophagusESCC1.57e-038.94e-010.068
2665GDI2LZE24THumanEsophagusESCC7.68e-271.39e+000.0596
2665GDI2LZE6THumanEsophagusESCC6.68e-055.33e-010.0845
2665GDI2P1T-EHumanEsophagusESCC9.30e-045.18e-010.0875
2665GDI2P2T-EHumanEsophagusESCC5.15e-449.06e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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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
GDI2SNVMissense_Mutationnovelc.293G>Ap.Arg98Hisp.R98HP50395protein_codingdeleterious(0.02)benign(0.168)TCGA-AC-A3TN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
GDI2SNVMissense_Mutationrs533312902c.868N>Tp.Arg290Trpp.R290WP50395protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GDI2deletionFrame_Shift_Delnovelc.135delTp.Ile46Terp.I46*P50395protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GDI2SNVMissense_Mutationnovelc.427N>Cp.Phe143Leup.F143LP50395protein_codingtolerated(0.1)benign(0.296)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GDI2SNVMissense_Mutationnovelc.1243N>Ap.Asp415Asnp.D415NP50395protein_codingtolerated(0.29)benign(0.001)TCGA-ZJ-AAXA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GDI2deletionFrame_Shift_Delnovelc.52delNp.Ile18SerfsTer5p.I18Sfs*5P50395protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
GDI2SNVMissense_Mutationc.31N>Tp.Gly11Cysp.G11CP50395protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
GDI2SNVMissense_Mutationc.890N>Cp.Val297Alap.V297AP50395protein_codingdeleterious(0.02)possibly_damaging(0.715)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GDI2SNVMissense_Mutationc.107A>Gp.Asn36Serp.N36SP50395protein_codingdeleterious(0.01)possibly_damaging(0.538)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
GDI2SNVMissense_Mutationnovelc.865G>Tp.Asp289Tyrp.D289YP50395protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-AZ-4315-01Colorectumcolon 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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