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: FGFRL1

Gene summary for FGFRL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FGFRL1

Gene ID

53834

Gene namefibroblast growth factor receptor like 1
Gene AliasFGFR-5
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

A0PJ49


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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
53834FGFRL1HCC1_MengHumanLiverHCC4.54e-368.86e-020.0246
53834FGFRL1HCC2_MengHumanLiverHCC7.29e-211.55e-010.0107
53834FGFRL1HCC1HumanLiverHCC1.09e-133.56e+000.5336
53834FGFRL1HCC2HumanLiverHCC3.99e-131.93e+000.5341
53834FGFRL1S014HumanLiverHCC7.59e-176.77e-010.2254
53834FGFRL1S015HumanLiverHCC1.23e-169.21e-010.2375
53834FGFRL1S016HumanLiverHCC3.89e-269.29e-010.2243
53834FGFRL1S027HumanLiverHCC3.70e-085.38e-010.2446
53834FGFRL1S028HumanLiverHCC1.25e-217.26e-010.2503
53834FGFRL1S029HumanLiverHCC1.22e-197.51e-010.2581
53834FGFRL1male-WTAHumanThyroidPTC1.03e-505.20e-010.1037
53834FGFRL1PTC01HumanThyroidPTC1.01e-101.69e-010.1899
53834FGFRL1PTC04HumanThyroidPTC2.46e-224.52e-010.1927
53834FGFRL1PTC05HumanThyroidPTC1.44e-279.86e-010.2065
53834FGFRL1PTC06HumanThyroidPTC2.90e-399.26e-010.2057
53834FGFRL1PTC07HumanThyroidPTC8.25e-487.55e-010.2044
53834FGFRL1ATC09HumanThyroidATC7.37e-082.17e-010.2871
53834FGFRL1ATC12HumanThyroidATC8.01e-076.38e-020.34
53834FGFRL1ATC13HumanThyroidATC5.85e-093.22e-020.34
53834FGFRL1ATC1HumanThyroidATC2.66e-092.96e-010.2878
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00032794ThyroidPTCcardiac septum development54/5968103/187231.17e-051.29e-0454
GO:000328112ThyroidPTCventricular septum development38/596871/187231.26e-049.98e-0438
GO:00032055ThyroidPTCcardiac chamber development72/5968161/187234.13e-042.77e-0372
GO:006054115ThyroidPTCrespiratory system development86/5968203/187231.02e-036.08e-0386
GO:00604112ThyroidPTCcardiac septum morphogenesis34/596868/187231.40e-037.84e-0334
GO:00032314ThyroidPTCcardiac ventricle development55/5968123/187231.87e-031.01e-0255
GO:00031705ThyroidPTCheart valve development31/596865/187235.54e-032.52e-0231
GO:00032066ThyroidPTCcardiac chamber morphogenesis51/5968121/187231.09e-024.37e-0251
GO:00031795ThyroidPTCheart valve morphogenesis26/596855/187231.21e-024.75e-0226
GO:0060412ThyroidPTCventricular septum morphogenesis20/596840/187231.28e-024.95e-0220
GO:006054121ThyroidATCrespiratory system development100/6293203/187232.66e-063.08e-05100
GO:000327912ThyroidATCcardiac septum development56/6293103/187231.14e-051.11e-0456
GO:000320512ThyroidATCcardiac chamber development79/6293161/187233.39e-052.80e-0479
GO:000317012ThyroidATCheart valve development37/629365/187239.43e-056.91e-0437
GO:00030075ThyroidATCheart morphogenesis110/6293246/187231.76e-041.20e-03110
GO:000317912ThyroidATCheart valve morphogenesis31/629355/187234.33e-042.59e-0331
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
GO:000328121ThyroidATCventricular septum development37/629371/187239.80e-045.21e-0337
GO:000323111ThyroidATCcardiac ventricle development58/6293123/187231.23e-036.46e-0358
GO:000320612ThyroidATCcardiac chamber morphogenesis57/6293121/187231.39e-037.20e-0357
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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
FGFRL1SNVMissense_Mutationrs767226381c.226N>Tp.Arg76Cysp.R76CQ8N441protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationc.443N>Ap.Arg148Hisp.R148HQ8N441protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationnovelc.1468T>Ap.Ser490Thrp.S490TQ8N441protein_codingtolerated(0.12)benign(0.026)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationnovelc.871C>Tp.Arg291Cysp.R291CQ8N441protein_codingdeleterious(0)benign(0.025)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FGFRL1SNVMissense_Mutationrs557619683c.113N>Ap.Arg38Glnp.R38QQ8N441protein_codingdeleterious(0.03)benign(0.085)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationrs755567722c.1358N>Tp.Pro453Leup.P453LQ8N441protein_codingtolerated(0.67)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationc.1156N>Ap.Gly386Serp.G386SQ8N441protein_codingtolerated(0.06)possibly_damaging(0.67)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationrs759910460c.1226N>Tp.Ala409Valp.A409VQ8N441protein_codingtolerated(0.21)benign(0.058)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationnovelc.1000N>Tp.Gly334Cysp.G334CQ8N441protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FGFRL1SNVMissense_Mutationnovelc.769N>Gp.Thr257Alap.T257AQ8N441protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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
53834FGFRL1KINASE, DRUGGABLE GENOMEbrivanibBRIVANIB20124951
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