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: RGL3

Gene summary for RGL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGL3

Gene ID

57139

Gene nameral guanine nucleotide dissociation stimulator like 3
Gene AliasRGL3
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A0A0MRX4


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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
57139RGL3HTA11_866_3004761011HumanColorectumAD4.66e-021.97e-010.096
57139RGL3HTA11_6818_2000001021HumanColorectumAD5.41e-104.85e-010.0588
57139RGL3HTA11_99999970781_79442HumanColorectumMSS3.25e-165.45e-010.294
57139RGL3RNA-P17T-P17T-6HumanLungIAC1.68e-023.67e-010.3385
57139RGL3RNA-P17T-P17T-8HumanLungIAC5.73e-065.67e-010.3329
57139RGL3RNA-P6T1-P6T1-4HumanLungMIAC2.25e-067.74e-01-0.0263
57139RGL3RNA-P6T2-P6T2-1HumanLungIAC6.98e-083.39e-01-0.0166
57139RGL3RNA-P6T2-P6T2-2HumanLungIAC3.73e-103.62e-01-0.0132
57139RGL3RNA-P6T2-P6T2-3HumanLungIAC1.28e-124.23e-01-0.013
57139RGL3RNA-P6T2-P6T2-4HumanLungIAC2.61e-103.95e-01-0.0121
57139RGL3HTA12-15-2HumanPancreasPDAC4.06e-021.92e-010.2315
57139RGL3HTA12-25-1HumanPancreasPDAC3.52e-064.43e-010.313
57139RGL3HTA12-26-1HumanPancreasPDAC9.18e-125.24e-010.3728
57139RGL3HTA12-29-1HumanPancreasPDAC1.40e-316.35e-010.3722
57139RGL3male-WTAHumanThyroidPTC6.99e-545.77e-010.1037
57139RGL3female-WTAHumanThyroidPTC3.19e-022.86e-010.0726
57139RGL3PTC01HumanThyroidPTC9.08e-316.78e-010.1899
57139RGL3PTC03HumanThyroidPTC2.76e-217.07e-010.1784
57139RGL3PTC04HumanThyroidPTC2.13e-538.48e-010.1927
57139RGL3PTC05HumanThyroidPTC1.64e-411.18e+000.2065
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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
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:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:00430876LungIACregulation of GTPase activity67/2061348/187233.43e-061.44e-0467
GO:00435475LungIACpositive regulation of GTPase activity48/2061255/187231.40e-042.60e-0348
GO:004308721LungMIACregulation of GTPase activity41/967348/187237.39e-071.08e-0441
GO:004354721LungMIACpositive regulation of GTPase activity31/967255/187238.63e-067.38e-0431
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:004354714ThyroidPTCpositive regulation of GTPase activity103/5968255/187232.38e-031.25e-02103
GO:004308719ThyroidATCregulation of GTPase activity153/6293348/187233.24e-052.68e-04153
GO:004354715ThyroidATCpositive regulation of GTPase activity106/6293255/187234.58e-031.89e-02106
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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
RGL3SNVMissense_Mutationnovelc.1985N>Tp.Pro662Leup.P662LQ3MIN7protein_codingdeleterious(0.03)benign(0.138)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RGL3insertionFrame_Shift_Insnovelc.517_518insAAAAAACAAATTCTp.Thr173LysfsTer88p.T173Kfs*88Q3MIN7protein_codingTCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RGL3insertionFrame_Shift_Insnovelc.1889_1890insGCCGAGATCATACCACTGCAp.Asp630GlufsTer18p.D630Efs*18Q3MIN7protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RGL3SNVMissense_Mutationnovelc.2113G>Ap.Glu705Lysp.E705KQ3MIN7protein_codingtolerated(0.26)benign(0.021)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RGL3SNVMissense_Mutationc.1477G>Ap.Glu493Lysp.E493KQ3MIN7protein_codingdeleterious(0.01)benign(0.253)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
RGL3SNVMissense_Mutationc.620N>Tp.Pro207Leup.P207LQ3MIN7protein_codingtolerated(0.3)benign(0.042)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
RGL3SNVMissense_Mutationnovelc.1401N>Cp.Arg467Serp.R467SQ3MIN7protein_codingtolerated(0.92)benign(0.005)TCGA-AA-3862-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RGL3SNVMissense_Mutationrs148120187c.1571G>Ap.Arg524Hisp.R524HQ3MIN7protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RGL3SNVMissense_Mutationrs372106275c.1580N>Tp.Ala527Valp.A527VQ3MIN7protein_codingtolerated(0.23)probably_damaging(0.987)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RGL3SNVMissense_Mutationc.766A>Gp.Thr256Alap.T256AQ3MIN7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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