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: RGS2

Gene summary for RGS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGS2

Gene ID

5997

Gene nameregulator of G protein signaling 2
Gene AliasG0S8
Cytomap1q31.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R939


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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
5997RGS2CA_HPV_1HumanCervixCC1.47e-095.63e-010.0264
5997RGS2HSIL_HPV_2HumanCervixHSIL_HPV5.45e-07-4.49e-010.0208
5997RGS2CCI_1HumanCervixCC9.73e-04-7.04e-010.528
5997RGS2CCI_2HumanCervixCC1.72e-04-7.43e-010.5249
5997RGS2CCI_3HumanCervixCC2.81e-07-7.33e-010.516
5997RGS2CCII_1HumanCervixCC4.27e-14-7.65e-010.3249
5997RGS2TumorHumanCervixCC4.47e-16-5.82e-010.1241
5997RGS2sample3HumanCervixCC1.87e-16-5.59e-010.1387
5997RGS2H2HumanCervixHSIL_HPV5.20e-22-6.61e-010.0632
5997RGS2L1HumanCervixCC1.59e-06-6.07e-010.0802
5997RGS2T3HumanCervixCC1.06e-16-6.00e-010.1389
5997RGS2LZE7THumanEsophagusESCC3.52e-073.32e-020.0667
5997RGS2LZE8THumanEsophagusESCC1.54e-02-2.46e-010.067
5997RGS2LZE21D1HumanEsophagusHGIN6.03e-05-1.85e-010.0632
5997RGS2LZE24THumanEsophagusESCC2.05e-03-8.31e-020.0596
5997RGS2LZE21THumanEsophagusESCC3.37e-02-1.36e-010.0655
5997RGS2P2T-EHumanEsophagusESCC1.33e-11-2.61e-010.1177
5997RGS2P4T-EHumanEsophagusESCC5.10e-148.06e-010.1323
5997RGS2P5T-EHumanEsophagusESCC1.59e-361.15e+000.1327
5997RGS2P8T-EHumanEsophagusESCC4.92e-08-1.02e-010.0889
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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
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
GO:003134615Oral cavityLPpositive regulation of cell projection organization109/4623353/187234.59e-032.93e-02109
GO:006013515Oral cavityLPmaternal process involved in female pregnancy25/462362/187234.74e-033.00e-0225
GO:001097612Oral cavityLPpositive regulation of neuron projection development55/4623163/187235.74e-033.44e-0255
GO:0097305110Oral cavityLPresponse to alcohol80/4623253/187237.24e-034.05e-0280
GO:007190111Oral cavityLPnegative regulation of protein serine/threonine kinase activity42/4623120/187237.27e-034.06e-0242
GO:000756515Oral cavityLPfemale pregnancy63/4623193/187237.56e-034.17e-0263
GO:005134826Oral cavityEOLPnegative regulation of transferase activity75/2218268/187234.48e-131.22e-1075
GO:004593625Oral cavityEOLPnegative regulation of phosphate metabolic process105/2218441/187231.05e-122.46e-10105
GO:001056325Oral cavityEOLPnegative regulation of phosphorus metabolic process105/2218442/187231.22e-122.60e-10105
GO:004232624Oral cavityEOLPnegative regulation of phosphorylation94/2218385/187233.58e-127.15e-1094
GO:000641726Oral cavityEOLPregulation of translation108/2218468/187234.04e-127.34e-10108
GO:000193324Oral cavityEOLPnegative regulation of protein phosphorylation82/2218342/187232.24e-102.20e-0882
GO:003367323Oral cavityEOLPnegative regulation of kinase activity62/2218237/187239.46e-106.75e-0862
GO:000646922Oral cavityEOLPnegative regulation of protein kinase activity56/2218212/187234.15e-092.41e-0756
GO:001604924Oral cavityEOLPcell growth97/2218482/187239.06e-083.15e-0697
GO:007190023Oral cavityEOLPregulation of protein serine/threonine kinase activity75/2218359/187235.81e-071.53e-0575
GO:003134621Oral cavityEOLPpositive regulation of cell projection organization74/2218353/187236.00e-071.56e-0574
GO:004269214Oral cavityEOLPmuscle cell differentiation77/2218384/187232.18e-064.91e-0577
GO:001097515Oral cavityEOLPregulation of neuron projection development86/2218445/187232.75e-066.05e-0586
GO:001714813Oral cavityEOLPnegative regulation of translation54/2218245/187234.15e-068.72e-0554
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049218CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa0492111CervixCCOxytocin signaling pathway34/1267154/84651.12e-023.42e-022.02e-0234
hsa049219Oral cavityEOLPOxytocin signaling pathway36/1218154/84651.79e-036.08e-033.58e-0336
hsa040224Oral cavityEOLPcGMP-PKG signaling pathway36/1218167/84657.34e-032.12e-021.25e-0236
hsa0492112Oral cavityEOLPOxytocin signaling pathway36/1218154/84651.79e-036.08e-033.58e-0336
hsa0402211Oral cavityEOLPcGMP-PKG signaling pathway36/1218167/84657.34e-032.12e-021.25e-0236
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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
RGS2SNVMissense_Mutationrs759895235c.518C>Tp.Ala173Valp.A173VP41220protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RGS2SNVMissense_Mutationc.93A>Cp.Glu31Aspp.E31DP41220protein_codingtolerated(0.45)benign(0.099)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RGS2SNVMissense_Mutationc.349G>Ap.Glu117Lysp.E117KP41220protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RGS2SNVMissense_Mutationc.300N>Gp.Phe100Leup.F100LP41220protein_codingdeleterious(0)probably_damaging(0.98)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
RGS2SNVMissense_Mutationc.595T>Ap.Cys199Serp.C199SP41220protein_codingdeleterious(0)possibly_damaging(0.447)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RGS2SNVMissense_Mutationrs149228054c.315C>Ap.Phe105Leup.F105LP41220protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
RGS2SNVMissense_Mutationnovelc.247G>Tp.Ala83Serp.A83SP41220protein_codingtolerated(1)benign(0.013)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RGS2insertionFrame_Shift_Insrs775439827c.183_184insAp.Ser64LysfsTer12p.S64Kfs*12P41220protein_codingTCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
RGS2SNVMissense_Mutationnovelc.445N>Gp.Asn149Aspp.N149DP41220protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RGS2SNVMissense_Mutationrs149228054c.315N>Ap.Phe105Leup.F105LP41220protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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
5997RGS2NAhaloperidolHALOPERIDOL27023437
5997RGS2NAantipsychotics18347610
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