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: RGS4

Gene summary for RGS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGS4

Gene ID

5999

Gene nameregulator of G protein signaling 4
Gene AliasRGP4
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

P49798


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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
5999RGS4PTC06HumanThyroidPTC5.78e-054.58e-010.2057
5999RGS4ATC11HumanThyroidATC3.34e-111.33e+000.3386
5999RGS4ATC12HumanThyroidATC5.43e-041.28e-010.34
5999RGS4ATC13HumanThyroidATC6.38e-173.36e-010.34
5999RGS4ATC3HumanThyroidATC9.90e-241.53e+000.338
5999RGS4ATC4HumanThyroidATC3.76e-061.88e-010.34
5999RGS4ATC5HumanThyroidATC2.31e-123.62e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:1902903113ThyroidPTCregulation of supramolecular fiber organization202/5968383/187231.16e-171.15e-15202
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0032956113ThyroidPTCregulation of actin cytoskeleton organization182/5968358/187234.64e-142.79e-12182
GO:0032970113ThyroidPTCregulation of actin filament-based process197/5968397/187238.91e-144.89e-12197
GO:0110053112ThyroidPTCregulation of actin filament organization146/5968278/187235.87e-132.85e-11146
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:004858819ThyroidPTCdevelopmental cell growth106/5968234/187231.07e-051.19e-04106
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:0097305113ThyroidPTCresponse to alcohol107/5968253/187232.92e-042.07e-03107
GO:004592614ThyroidPTCnegative regulation of growth105/5968249/187233.76e-042.54e-03105
GO:00303087ThyroidPTCnegative regulation of cell growth80/5968188/187231.28e-037.31e-0380
GO:006053719ThyroidPTCmuscle tissue development156/5968403/187231.98e-031.06e-02156
GO:004354714ThyroidPTCpositive regulation of GTPase activity103/5968255/187232.38e-031.25e-02103
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:004863810ThyroidPTCregulation of developmental growth127/5968330/187236.09e-032.71e-02127
GO:001470617ThyroidPTCstriated muscle tissue development144/5968384/187231.05e-024.22e-02144
GO:1902903210ThyroidATCregulation of supramolecular fiber organization210/6293383/187236.20e-187.54e-16210
GO:0032970210ThyroidATCregulation of actin filament-based process208/6293397/187235.82e-153.80e-13208
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
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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
RGS4SNVMissense_Mutationc.657N>Cp.Gln219Hisp.Q219HP49798protein_codingdeleterious(0)possibly_damaging(0.835)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
RGS4SNVMissense_Mutationc.547N>Ap.Glu183Lysp.E183KP49798protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RGS4SNVMissense_Mutationc.762N>Ap.Phe254Leup.F254LP49798protein_codingdeleterious(0.02)possibly_damaging(0.84)TCGA-BH-A1EV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RGS4SNVMissense_Mutationc.801G>Tp.Lys267Asnp.K267NP49798protein_codingdeleterious(0)probably_damaging(0.986)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RGS4SNVMissense_Mutationnovelc.519C>Gp.Phe173Leup.F173LP49798protein_codingdeleterious(0)probably_damaging(1)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RGS4SNVMissense_Mutationnovelc.776N>Gp.Lys259Argp.K259RP49798protein_codingdeleterious(0.05)possibly_damaging(0.872)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RGS4SNVMissense_Mutationnovelc.649N>Gp.Ser217Alap.S217AP49798protein_codingtolerated(0.41)benign(0.389)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RGS4SNVMissense_Mutationc.539N>Gp.Glu180Glyp.E180GP49798protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RGS4SNVMissense_Mutationrs567536966c.622G>Ap.Ala208Thrp.A208TP49798protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RGS4SNVMissense_Mutationrs771715416c.355N>Tp.Arg119Trpp.R119WP49798protein_codingdeleterious(0)probably_damaging(0.973)TCGA-G4-6306-01Colorectumcolon 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
5999RGS4DRUGGABLE GENOMEMETHYLDOPAMETHYLDOPA
5999RGS4DRUGGABLE GENOMEPICEATANNOLPICEATANNOL
5999RGS4DRUGGABLE GENOMEAM-251CHEMBL285932
5999RGS4DRUGGABLE GENOMED-TRYPTOPHAND-TRYPTOPHAN
5999RGS4DRUGGABLE GENOMEDISULFIRAMDISULFIRAM
5999RGS4DRUGGABLE GENOMECALCIMYCINCALCIMYCIN
5999RGS4DRUGGABLE GENOMEinhibitor252827382CHEMBL1476646
5999RGS4DRUGGABLE GENOMEDIMETHYLPINOCEMBRINDIMETHYLPINOCEMBRIN
5999RGS4DRUGGABLE GENOMEinhibitor252827384
5999RGS4DRUGGABLE GENOMEOXITRIPTANOXITRIPTAN
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