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: FGFR4

Gene summary for FGFR4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FGFR4

Gene ID

2264

Gene namefibroblast growth factor receptor 4
Gene AliasCD334
Cytomap5q35.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B4DVP5


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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
2264FGFR4S43HumanLiverCirrhotic7.77e-03-6.34e-03-0.0187
2264FGFR4HCC1_MengHumanLiverHCC7.58e-781.15e-010.0246
2264FGFR4HCC2_MengHumanLiverHCC1.91e-191.51e-020.0107
2264FGFR4cirrhotic1HumanLiverCirrhotic4.22e-02-8.84e-030.0202
2264FGFR4cirrhotic2HumanLiverCirrhotic2.20e-182.61e-010.0201
2264FGFR4HCC1HumanLiverHCC5.96e-083.19e+000.5336
2264FGFR4HCC2HumanLiverHCC2.05e-051.42e+000.5341
2264FGFR4Pt13.bHumanLiverHCC1.67e-073.93e-020.0251
2264FGFR4Pt13.cHumanLiverHCC3.88e-03-2.65e-010.0076
2264FGFR4Pt14.aHumanLiverHCC1.52e-053.22e-010.0169
2264FGFR4S014HumanLiverHCC2.54e-251.38e+000.2254
2264FGFR4S015HumanLiverHCC2.82e-261.75e+000.2375
2264FGFR4S016HumanLiverHCC3.18e-301.45e+000.2243
2264FGFR4S027HumanLiverHCC8.81e-071.15e+000.2446
2264FGFR4S028HumanLiverHCC2.43e-251.31e+000.2503
2264FGFR4S029HumanLiverHCC2.10e-251.35e+000.2581
2264FGFR4C21HumanOral cavityOSCC1.77e-031.44e-010.2678
2264FGFR4LP16HumanOral cavityLP4.37e-101.47e+000.1055
2264FGFR4SYSMH3HumanOral cavityOSCC1.22e-036.54e-020.2442
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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
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
∗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:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:007233011LiverCirrhoticmonocarboxylic acid biosynthetic process93/4634214/187231.43e-096.16e-0893
GO:00066941LiverCirrhoticsteroid biosynthetic process77/4634173/187231.02e-083.91e-0777
GO:005508811LiverCirrhoticlipid homeostasis74/4634167/187232.46e-088.51e-0774
GO:006201212LiverCirrhoticregulation of small molecule metabolic process124/4634334/187232.74e-076.79e-06124
GO:004263211LiverCirrhoticcholesterol homeostasis46/463496/187237.15e-071.52e-0546
GO:005509211LiverCirrhoticsterol homeostasis46/463497/187231.04e-062.13e-0546
GO:001921611LiverCirrhoticregulation of lipid metabolic process119/4634331/187233.05e-065.39e-05119
GO:004218011LiverCirrhoticcellular ketone metabolic process80/4634211/187231.40e-051.95e-0480
GO:00192181LiverCirrhoticregulation of steroid metabolic process44/4634100/187231.97e-052.62e-0444
GO:004689011LiverCirrhoticregulation of lipid biosynthetic process67/4634171/187232.00e-052.65e-0467
GO:00510546LiverCirrhoticpositive regulation of DNA metabolic process73/4634201/187231.60e-041.52e-0373
GO:19016171LiverCirrhoticorganic hydroxy compound biosynthetic process81/4634237/187236.73e-045.06e-0381
GO:004259312LiverCirrhoticglucose homeostasis86/4634258/187231.12e-037.73e-0386
GO:001056511LiverCirrhoticregulation of cellular ketone metabolic process49/4634133/187231.25e-038.41e-0349
GO:003350012LiverCirrhoticcarbohydrate homeostasis86/4634259/187231.28e-038.61e-0386
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0481021LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0481031LiverCirrhoticRegulation of actin cytoskeleton100/2530229/84655.28e-065.50e-053.39e-05100
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0401518Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa04810111Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0401519Oral cavityOSCCRap1 signaling pathway107/3704210/84652.01e-024.34e-022.21e-02107
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
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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
FGF1FGFR4FGF1_FGFR4FGFEsophagusESCC
FGF18FGFR4FGF18_FGFR4FGFEsophagusESCC
FGF19FGFR4FGF15_FGFR4FGFEsophagusESCC
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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
FGFR4SNVMissense_Mutationc.1450N>Ap.Ala484Thrp.A484TP22455protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
FGFR4SNVMissense_Mutationrs143108014c.976G>Ap.Glu326Lysp.E326KP22455protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FGFR4SNVMissense_Mutationrs143758924c.2248N>Ap.Val750Ilep.V750IP22455protein_codingtolerated(0.13)benign(0.001)TCGA-OL-A5D7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
FGFR4SNVMissense_Mutationnovelc.1441G>Ap.Val481Ilep.V481IP22455protein_codingdeleterious(0)probably_damaging(0.971)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FGFR4SNVMissense_Mutationc.2254G>Ap.Glu752Lysp.E752KP22455protein_codingdeleterious(0.01)benign(0.433)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FGFR4SNVMissense_Mutationc.1987N>Cp.Asp663Hisp.D663HP22455protein_codingdeleterious(0.05)probably_damaging(1)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FGFR4SNVMissense_Mutationrs201490532c.2167N>Tp.Arg723Cysp.R723CP22455protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
FGFR4SNVMissense_Mutationrs148292303c.784N>Ap.Val262Metp.V262MP22455protein_codingdeleterious(0.02)benign(0.182)TCGA-AA-3712-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
FGFR4SNVMissense_Mutationc.1748N>Ap.Pro583Glnp.P583QP22455protein_codingtolerated(1)benign(0.014)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
FGFR4SNVMissense_Mutationc.1840G>Tp.Ala614Serp.A614SP22455protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=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
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEinhibitor354702260DEBIO-1347
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEinhibitorBGJ398INFIGRATINIB
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEinhibitor223366040
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEinhibitor249565784LY-2874455
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEDOVITINIBDOVITINIB
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEinhibitor381744902
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEERLOTINIBERLOTINIB31027687
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEeverolimusEVEROLIMUS
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEinhibitor354702241
2264FGFR4CLINICALLY ACTIONABLE, KINASE, DRUGGABLE GENOME, ENZYME, DRUG RESISTANCE, TYROSINE KINASEbrivanibBRIVANIB20124951
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