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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: FRS2

Gene summary for FRS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRS2

Gene ID

10818

Gene namefibroblast growth factor receptor substrate 2
Gene AliasFRS1A
Cytomap12q15
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

L7RTG7


Top

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
10818FRS2CCI_2HumanCervixCC2.92e-109.36e-010.5249
10818FRS2CCI_3HumanCervixCC1.58e-086.68e-010.516
10818FRS2HTA11_3410_2000001011HumanColorectumAD6.99e-09-4.55e-010.0155
10818FRS2HTA11_7862_2000001011HumanColorectumAD1.28e-02-5.61e-01-0.0179
10818FRS2HTA11_866_3004761011HumanColorectumAD1.08e-07-4.81e-010.096
10818FRS2HTA11_7696_3000711011HumanColorectumAD1.30e-08-3.90e-010.0674
10818FRS2HTA11_99999970781_79442HumanColorectumMSS4.00e-14-4.47e-010.294
10818FRS2HTA11_99999971662_82457HumanColorectumMSS6.46e-12-4.06e-010.3859
10818FRS2HTA11_99999973899_84307HumanColorectumMSS1.60e-02-5.13e-010.2585
10818FRS2HTA11_99999974143_84620HumanColorectumMSS2.14e-13-4.86e-010.3005
10818FRS2F007HumanColorectumFAP3.41e-02-3.30e-010.1176
10818FRS2A001-C-207HumanColorectumFAP1.60e-02-3.04e-010.1278
10818FRS2A015-C-203HumanColorectumFAP3.37e-17-3.32e-01-0.1294
10818FRS2A015-C-204HumanColorectumFAP4.96e-03-2.64e-01-0.0228
10818FRS2A002-C-201HumanColorectumFAP3.68e-12-3.89e-010.0324
10818FRS2A002-C-203HumanColorectumFAP1.51e-02-1.59e-010.2786
10818FRS2A001-C-119HumanColorectumFAP4.91e-05-4.30e-01-0.1557
10818FRS2A001-C-108HumanColorectumFAP2.50e-12-3.34e-01-0.0272
10818FRS2A002-C-205HumanColorectumFAP9.82e-17-4.58e-01-0.1236
10818FRS2A015-C-006HumanColorectumFAP5.27e-09-2.62e-01-0.0994
Page: 1 2 3 4 5 6 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00614588CervixCCreproductive system development87/2311427/187231.37e-064.55e-0587
GO:00486088CervixCCreproductive structure development86/2311424/187231.90e-065.97e-0586
GO:004873210CervixCCgland development84/2311436/187231.93e-053.54e-0484
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00073695CervixCCgastrulation42/2311185/187235.83e-058.46e-0442
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:000206410CervixCCepithelial cell development45/2311220/187234.14e-044.21e-0345
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00703714CervixCCERK1 and ERK2 cascade60/2311330/187231.28e-031.02e-0260
GO:0060525CervixCCprostate glandular acinus development5/231110/187234.20e-032.58e-025
GO:00703723CervixCCregulation of ERK1 and ERK2 cascade54/2311309/187235.11e-033.02e-0254
GO:00017636CervixCCmorphogenesis of a branching structure37/2311196/187235.36e-033.10e-0237
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:00308503CervixCCprostate gland development12/231145/187237.00e-033.77e-0212
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0472214CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa04714110CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0472215CervixCCNeurotrophin signaling pathway32/1267119/84655.01e-042.42e-031.43e-0332
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa047144ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047224ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa047145ColorectumMSSThermogenesis113/1875232/84651.52e-194.62e-182.83e-18113
hsa047225ColorectumMSSNeurotrophin signaling pathway45/1875119/84657.04e-056.55e-044.02e-0445
hsa052055ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa047148ColorectumFAPThermogenesis70/1404232/84651.38e-073.08e-061.87e-0670
hsa047226ColorectumFAPNeurotrophin signaling pathway38/1404119/84652.49e-052.78e-041.69e-0438
Page: 1 2 3 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
FRS2SNVMissense_Mutationc.662N>Gp.Ser221Cysp.S221CQ8WU20protein_codingdeleterious(0.02)benign(0.431)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FRS2SNVMissense_Mutationc.662N>Tp.Ser221Phep.S221FQ8WU20protein_codingdeleterious(0.01)benign(0.36)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
FRS2insertionNonsense_Mutationnovelc.935_936insTGCAGTGAACTGAGATCATGCCACTGCATTCCAGCCTGGGCGACp.Ser313AlafsTer4p.S313Afs*4Q8WU20protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
FRS2insertionFrame_Shift_Insnovelc.902_903insCGGTCCTCTGTATCTAATTAGCCATACCGTTCTGGTAATACp.Asn302GlyfsTer22p.N302Gfs*22Q8WU20protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FRS2SNVMissense_Mutationc.1201N>Tp.Pro401Serp.P401SQ8WU20protein_codingtolerated(0.22)benign(0.346)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
FRS2SNVMissense_Mutationrs775308985c.1085G>Ap.Arg362Hisp.R362HQ8WU20protein_codingtolerated(0.11)benign(0)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRS2SNVMissense_Mutationc.1288N>Ap.Glu430Lysp.E430KQ8WU20protein_codingdeleterious(0.04)benign(0.162)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FRS2SNVMissense_Mutationc.913G>Ap.Val305Metp.V305MQ8WU20protein_codingtolerated(0.09)benign(0.094)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FRS2SNVMissense_Mutationnovelc.1307N>Gp.Tyr436Cysp.Y436CQ8WU20protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FRS2SNVMissense_Mutationnovelc.820N>Tp.Asp274Tyrp.D274YQ8WU20protein_codingdeleterious(0.03)benign(0.031)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
Page: 1 2 3 4 5 6 

Top

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
Page: 1