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: FGFR3

Gene summary for FGFR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FGFR3

Gene ID

2261

Gene namefibroblast growth factor receptor 3
Gene AliasACH
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P22607


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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
2261FGFR3LZE8THumanEsophagusESCC1.07e-084.32e-010.067
2261FGFR3LZE20THumanEsophagusESCC2.56e-053.72e-010.0662
2261FGFR3LZE24THumanEsophagusESCC4.54e-114.28e-010.0596
2261FGFR3LZE21THumanEsophagusESCC2.66e-022.17e-010.0655
2261FGFR3P1T-EHumanEsophagusESCC3.17e-085.70e-010.0875
2261FGFR3P2T-EHumanEsophagusESCC1.83e-03-4.85e-020.1177
2261FGFR3P4T-EHumanEsophagusESCC7.31e-051.27e-010.1323
2261FGFR3P8T-EHumanEsophagusESCC2.84e-721.29e+000.0889
2261FGFR3P10T-EHumanEsophagusESCC7.87e-215.65e-010.116
2261FGFR3P12T-EHumanEsophagusESCC4.60e-152.27e-010.1122
2261FGFR3P15T-EHumanEsophagusESCC5.98e-111.83e-010.1149
2261FGFR3P20T-EHumanEsophagusESCC2.46e-183.21e-010.1124
2261FGFR3P21T-EHumanEsophagusESCC1.63e-072.05e-010.1617
2261FGFR3P22T-EHumanEsophagusESCC1.11e-064.62e-020.1236
2261FGFR3P26T-EHumanEsophagusESCC2.10e-07-1.94e-020.1276
2261FGFR3P27T-EHumanEsophagusESCC2.01e-091.48e-010.1055
2261FGFR3P28T-EHumanEsophagusESCC9.86e-101.44e-010.1149
2261FGFR3P30T-EHumanEsophagusESCC2.47e-062.99e-010.137
2261FGFR3P31T-EHumanEsophagusESCC7.14e-077.43e-020.1251
2261FGFR3P37T-EHumanEsophagusESCC6.14e-059.59e-020.1371
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0097191111EsophagusESCCextrinsic apoptotic signaling pathway159/8552219/187234.12e-162.94e-14159
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00603485EsophagusESCCbone development115/8552205/187231.67e-037.72e-03115
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:0003416EsophagusESCCendochondral bone growth19/855226/187234.31e-031.71e-0219
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
GO:00512161EsophagusESCCcartilage development103/8552190/187231.08e-023.67e-02103
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00020623EsophagusESCCchondrocyte differentiation60/8552106/187231.53e-024.94e-0260
GO:009719112LiverCirrhoticextrinsic apoptotic signaling pathway97/4634219/187231.82e-109.11e-0997
GO:001921611LiverCirrhoticregulation of lipid metabolic process119/4634331/187233.05e-065.39e-05119
GO:00015035LiverCirrhoticossification127/4634408/187231.89e-031.19e-02127
GO:0060191LiverCirrhoticregulation of lipase activity33/463491/187239.39e-034.29e-0233
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0521916Oral cavityOSCCBladder cancer32/370441/84657.73e-063.59e-051.83e-0532
hsa0152114Oral cavityOSCCEGFR tyrosine kinase inhibitor resistance54/370479/84658.11e-063.72e-051.89e-0554
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
hsa0521923Oral cavityLPBladder cancer22/241841/84656.22e-043.19e-032.06e-0322
hsa0523023Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0521933Oral cavityLPBladder cancer22/241841/84656.22e-043.19e-032.06e-0322
hsa0523033Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0414426ProstateTumorEndocytosis92/1791251/84657.83e-091.04e-076.43e-0892
hsa0481025ProstateTumorRegulation of actin cytoskeleton84/1791229/84653.40e-084.17e-072.58e-0784
hsa0415122ProstateTumorPI3K-Akt signaling pathway105/1791354/84657.42e-055.30e-043.28e-04105
hsa0152123ProstateTumorEGFR tyrosine kinase inhibitor resistance31/179179/84651.82e-041.08e-036.68e-0431
hsa0401022ProstateTumorMAPK signaling pathway87/1791302/84658.46e-043.94e-032.45e-0387
hsa0401523ProstateTumorRap1 signaling pathway60/1791210/84656.16e-032.12e-021.32e-0260
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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
FGF1FGFR3FGF1_FGFR3FGFCervixCC
FGF1FGFR3FGF1_FGFR3FGFEsophagusESCC
FGF18FGFR3FGF18_FGFR3FGFEsophagusESCC
FGF19FGFR3FGF15_FGFR3FGFEsophagusESCC
FGF1FGFR3FGF1_FGFR3FGFHNSCCOSCC
FGF2FGFR3FGF2_FGFR3FGFHNSCCOSCC
FGF18FGFR3FGF18_FGFR3FGFHNSCCOSCC
FGF2FGFR3FGF2_FGFR3FGFHNSCCPrecancer
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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
FGFR3deletionFrame_Shift_Delnovelc.1262delNp.Leu421ProfsTer13p.L421Pfs*13P22607protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
FGFR3SNVMissense_Mutationrs746415876c.1003G>Ap.Glu335Lysp.E335KP22607protein_codingtolerated(0.09)benign(0.343)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
FGFR3SNVMissense_Mutationrs370064407c.1201N>Tp.Arg401Cysp.R401CP22607protein_codingtolerated(0.07)possibly_damaging(0.888)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FGFR3SNVMissense_Mutationnovelc.626N>Gp.Gln209Argp.Q209RP22607protein_codingtolerated(0.12)benign(0.17)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
FGFR3SNVMissense_Mutationc.2035N>Ap.Val679Ilep.V679IP22607protein_codingdeleterious(0.01)possibly_damaging(0.84)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
FGFR3SNVMissense_Mutationc.1412G>Ap.Arg471Glnp.R471QP22607protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
FGFR3SNVMissense_Mutationc.1942N>Ap.Asp648Asnp.D648NP22607protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
FGFR3SNVMissense_Mutationc.106N>Ap.Ala36Thrp.A36TP22607protein_codingtolerated_low_confidence(0.43)benign(0.001)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
FGFR3SNVMissense_Mutationc.1937N>Tp.Asn646Ilep.N646IP22607protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4308-01Colorectumcolon adenocarcinomaFemale<65III/IVTargeted Molecular therapyavastinCR
FGFR3SNVMissense_Mutationc.580N>Ap.Glu194Lysp.E194KP22607protein_codingtolerated(0.09)benign(0.347)TCGA-AZ-4315-01Colorectumcolon 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
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitor384403666
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEENTRECTINIBENTRECTINIB
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitorCHEMBL52885ENMD-981693
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEBMS-582664BRIVANIB ALANINATE
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMERO512676626438159
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMENintedanibNINTEDANIB22238366
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEAnti-FGFR3
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitor354702262ROGARATINIB
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEPALIFERMINPALIFERMIN
2261FGFR3CELL SURFACE, TYROSINE KINASE, KINASE, DRUG RESISTANCE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMETAMATINIBR-406
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