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: RGS14

Gene summary for RGS14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RGS14

Gene ID

10636

Gene nameregulator of G protein signaling 14
Gene AliasRGS14
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O43566


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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
10636RGS14LZE4THumanEsophagusESCC3.05e-062.51e-010.0811
10636RGS14LZE8THumanEsophagusESCC6.21e-031.96e-010.067
10636RGS14LZE20THumanEsophagusESCC1.99e-052.64e-010.0662
10636RGS14LZE24THumanEsophagusESCC3.84e-155.24e-010.0596
10636RGS14LZE6THumanEsophagusESCC1.39e-043.07e-010.0845
10636RGS14P1T-EHumanEsophagusESCC7.77e-083.51e-010.0875
10636RGS14P2T-EHumanEsophagusESCC1.21e-274.34e-010.1177
10636RGS14P4T-EHumanEsophagusESCC1.04e-215.32e-010.1323
10636RGS14P5T-EHumanEsophagusESCC2.49e-244.42e-010.1327
10636RGS14P8T-EHumanEsophagusESCC6.14e-058.77e-020.0889
10636RGS14P9T-EHumanEsophagusESCC4.13e-061.22e-010.1131
10636RGS14P10T-EHumanEsophagusESCC1.12e-091.23e-010.116
10636RGS14P11T-EHumanEsophagusESCC2.02e-064.06e-010.1426
10636RGS14P12T-EHumanEsophagusESCC3.88e-254.45e-010.1122
10636RGS14P15T-EHumanEsophagusESCC1.16e-154.10e-010.1149
10636RGS14P16T-EHumanEsophagusESCC8.54e-141.08e-010.1153
10636RGS14P17T-EHumanEsophagusESCC3.01e-032.52e-010.1278
10636RGS14P20T-EHumanEsophagusESCC5.22e-184.31e-010.1124
10636RGS14P21T-EHumanEsophagusESCC7.70e-244.06e-010.1617
10636RGS14P22T-EHumanEsophagusESCC5.44e-264.07e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:007190016EsophagusESCCregulation of protein serine/threonine kinase activity227/8552359/187231.12e-114.10e-10227
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:0043620111EsophagusESCCregulation of DNA-templated transcription in response to stress46/855253/187235.17e-101.33e-0846
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:00480087EsophagusESCCplatelet-derived growth factor receptor signaling pathway42/855256/187237.62e-067.54e-0542
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
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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
RGS14SNVMissense_Mutationc.1393N>Tp.Pro465Serp.P465SO43566protein_codingtolerated(0.24)benign(0.065)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RGS14SNVMissense_Mutationnovelc.121N>Ap.Leu41Ilep.L41IO43566protein_codingtolerated(0.34)benign(0.025)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RGS14SNVMissense_Mutationrs752794573c.1674G>Cp.Leu558Phep.L558FO43566protein_codingtolerated_low_confidence(0.73)benign(0.07)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RGS14SNVMissense_Mutationrs778150762c.103N>Ap.Glu35Lysp.E35KO43566protein_codingtolerated(0.38)benign(0.003)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RGS14SNVMissense_Mutationnovelc.1364A>Cp.Lys455Thrp.K455TO43566protein_codingtolerated(0.6)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RGS14SNVMissense_Mutationc.1125C>Gp.Phe375Leup.F375LO43566protein_codingdeleterious(0.04)benign(0.162)TCGA-EK-A2H0-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RGS14SNVMissense_Mutationc.1567N>Cp.Glu523Glnp.E523QO43566protein_codingdeleterious(0)probably_damaging(0.994)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
RGS14SNVMissense_Mutationc.565G>Cp.Glu189Glnp.E189QO43566protein_codingtolerated(0.26)benign(0.14)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RGS14SNVMissense_Mutationc.1125N>Gp.Phe375Leup.F375LO43566protein_codingdeleterious(0.04)benign(0.162)TCGA-ZJ-A8QQ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RGS14SNVMissense_Mutationnovelc.581G>Ap.Arg194Glnp.R194QO43566protein_codingtolerated(0.14)benign(0.18)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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