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: PLEKHG1

Gene summary for PLEKHG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLEKHG1

Gene ID

57480

Gene namepleckstrin homology and RhoGEF domain containing G1
Gene AliasARHGEF41
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q5JYA6


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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
57480PLEKHG1CCI_1HumanCervixCC5.17e-171.32e+000.528
57480PLEKHG1CCI_2HumanCervixCC1.07e-024.15e-010.5249
57480PLEKHG1CCI_3HumanCervixCC1.19e-191.08e+000.516
57480PLEKHG1sample3HumanCervixCC1.07e-021.57e-010.1387
57480PLEKHG1HTA11_3410_2000001011HumanColorectumAD5.05e-05-3.85e-010.0155
57480PLEKHG1HTA11_347_2000001011HumanColorectumAD1.48e-054.33e-01-0.1954
57480PLEKHG1HTA11_7696_3000711011HumanColorectumAD2.55e-03-3.40e-010.0674
57480PLEKHG1HTA11_99999970781_79442HumanColorectumMSS5.21e-22-6.21e-010.294
57480PLEKHG1HTA11_99999971662_82457HumanColorectumMSS1.60e-09-4.96e-010.3859
57480PLEKHG1HTA11_99999974143_84620HumanColorectumMSS1.64e-11-5.02e-010.3005
57480PLEKHG1A001-C-207HumanColorectumFAP5.55e-07-4.36e-010.1278
57480PLEKHG1A015-C-203HumanColorectumFAP3.54e-32-6.10e-01-0.1294
57480PLEKHG1A015-C-204HumanColorectumFAP9.07e-06-2.70e-01-0.0228
57480PLEKHG1A014-C-040HumanColorectumFAP3.12e-03-3.38e-01-0.1184
57480PLEKHG1A002-C-201HumanColorectumFAP1.51e-13-3.73e-010.0324
57480PLEKHG1A001-C-119HumanColorectumFAP1.42e-08-5.55e-01-0.1557
57480PLEKHG1A001-C-108HumanColorectumFAP6.39e-21-5.41e-01-0.0272
57480PLEKHG1A002-C-205HumanColorectumFAP1.05e-21-4.46e-01-0.1236
57480PLEKHG1A001-C-104HumanColorectumFAP4.12e-13-4.73e-010.0184
57480PLEKHG1A015-C-005HumanColorectumFAP8.15e-05-3.57e-01-0.0336
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:00510561ColorectumMSSregulation of small GTPase mediated signal transduction82/3467302/187231.31e-041.99e-0382
GO:00510562ColorectumFAPregulation of small GTPase mediated signal transduction78/2622302/187233.25e-082.85e-0678
GO:00510563ColorectumCRCregulation of small GTPase mediated signal transduction69/2078302/187233.34e-099.08e-0769
GO:00510567EndometriumAEHregulation of small GTPase mediated signal transduction59/2100302/187231.43e-053.03e-0459
GO:005105612EndometriumEECregulation of small GTPase mediated signal transduction61/2168302/187239.42e-062.08e-0461
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:00510565LungIACregulation of small GTPase mediated signal transduction70/2061302/187239.44e-101.87e-0770
GO:005105611LungAISregulation of small GTPase mediated signal transduction66/1849302/187234.26e-109.53e-0866
GO:005105617ThyroidPTCregulation of small GTPase mediated signal transduction132/5968302/187239.26e-061.04e-04132
GO:005105618ThyroidATCregulation of small GTPase mediated signal transduction141/6293302/187231.43e-061.77e-05141
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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
PLEKHG1SNVMissense_Mutationc.2934G>Cp.Met978Ilep.M978IQ9ULL1protein_codingdeleterious(0.02)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PLEKHG1SNVMissense_Mutationrs750832410c.1033G>Ap.Asp345Asnp.D345NQ9ULL1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHG1SNVMissense_Mutationnovelc.3792G>Tp.Gln1264Hisp.Q1264HQ9ULL1protein_codingdeleterious(0.02)probably_damaging(0.921)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHG1SNVMissense_Mutationrs372906441c.2207N>Tp.Ala736Valp.A736VQ9ULL1protein_codingtolerated(0.48)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHG1SNVMissense_Mutationc.898G>Cp.Ala300Prop.A300PQ9ULL1protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PLEKHG1SNVMissense_Mutationnovelc.2020G>Tp.Ala674Serp.A674SQ9ULL1protein_codingtolerated(0.08)benign(0.162)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PLEKHG1SNVMissense_Mutationrs768747492c.1646N>Tp.Pro549Leup.P549LQ9ULL1protein_codingtolerated(0.11)benign(0.001)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PLEKHG1SNVMissense_Mutationc.3241N>Ap.Gly1081Argp.G1081RQ9ULL1protein_codingdeleterious(0)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHG1SNVMissense_Mutationc.2597N>Tp.Asp866Valp.D866VQ9ULL1protein_codingdeleterious(0)benign(0.422)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHG1SNVMissense_Mutationc.2401C>Gp.Gln801Glup.Q801EQ9ULL1protein_codingtolerated(0.11)benign(0.037)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
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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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