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: FOLR1

Gene summary for FOLR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FOLR1

Gene ID

2348

Gene namefolate receptor alpha
Gene AliasFBP
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R5H1


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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
2348FOLR1CA_HPV_1HumanCervixCC8.81e-06-1.93e-010.0264
2348FOLR1CA_HPV_2HumanCervixCC9.91e-06-1.88e-010.0391
2348FOLR1CA_HPV_3HumanCervixCC3.43e-03-1.83e-010.0414
2348FOLR1N_HPV_1HumanCervixN_HPV2.92e-04-1.80e-010.0079
2348FOLR1CCII_1HumanCervixCC2.78e-02-1.93e-010.3249
2348FOLR1TumorHumanCervixCC1.12e-04-1.82e-010.1241
2348FOLR1sample3HumanCervixCC2.55e-03-1.92e-010.1387
2348FOLR1H2HumanCervixHSIL_HPV2.24e-033.02e-010.0632
2348FOLR1L1HumanCervixCC9.03e-03-1.93e-010.0802
2348FOLR1T1HumanCervixCC3.54e-02-1.74e-010.0918
2348FOLR1T2HumanCervixCC3.97e-149.06e-010.0709
2348FOLR1T3HumanCervixCC4.13e-06-1.93e-010.1389
2348FOLR1EEC-subject1HumanEndometriumEEC1.55e-02-1.05e-01-0.2682
2348FOLR1EEC-subject3HumanEndometriumEEC3.99e-06-1.58e-01-0.2525
2348FOLR1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.11e-044.16e-01-0.1869
2348FOLR1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.45e-043.46e-01-0.1883
2348FOLR1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.86e-04-1.63e-01-0.1934
2348FOLR1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.10e-094.33e-01-0.1917
2348FOLR1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC8.20e-145.53e-01-0.1916
2348FOLR1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.04e-115.40e-01-0.1269
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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.

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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:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:007149610CervixCCcellular response to external stimulus78/2311320/187231.82e-091.98e-0778
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:00316689CervixCCcellular response to extracellular stimulus59/2311246/187233.03e-071.24e-0559
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00316698CervixCCcellular response to nutrient levels49/2311215/187231.32e-052.68e-0449
GO:00310996CervixCCregeneration46/2311198/187231.43e-052.84e-0446
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00068987CervixCCreceptor-mediated endocytosis53/2311244/187232.52e-054.29e-0453
GO:00488634CervixCCstem cell differentiation46/2311206/187234.11e-056.36e-0446
GO:00071786CervixCCtransmembrane receptor protein serine/threonine kinase signaling pathway67/2311355/187232.39e-042.67e-0367
GO:00715595CervixCCresponse to transforming growth factor beta50/2311256/187236.31e-045.91e-0350
GO:00715605CervixCCcellular response to transforming growth factor beta stimulus49/2311250/187236.55e-046.05e-0349
GO:00351487CervixCCtube formation31/2311148/187232.07e-031.51e-0231
GO:00018417CervixCCneural tube formation23/2311102/187232.80e-031.87e-0223
GO:00071795CervixCCtransforming growth factor beta receptor signaling pathway38/2311198/187233.62e-032.31e-0238
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0414424EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414434EndometriumEECEndocytosis57/1237251/84653.34e-042.82e-032.10e-0357
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa0414414LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414415LungIACEndocytosis51/1053251/84652.25e-042.54e-031.68e-0351
hsa0414423LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
hsa0414433LungAISEndocytosis52/961251/84659.74e-063.04e-041.95e-0452
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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
FOLR1SNVMissense_Mutationnovelc.699G>Cp.Met233Ilep.M233IP15328protein_codingtolerated(0.15)benign(0.015)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
FOLR1SNVMissense_Mutationc.668A>Tp.Glu223Valp.E223VP15328protein_codingtolerated(0.51)benign(0.145)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FOLR1insertionIn_Frame_Insnovelc.294_295insGCACAATCTCAGCTCACTGCAACCTCCACCTCCCAGGTTp.Arg98_His99insAlaGlnSerGlnLeuThrAlaThrSerThrSerGlnValp.R98_H99insAQSQLTATSTSQVP15328protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
FOLR1insertionIn_Frame_Insnovelc.262_263insTCATGCCACTCAGATGTTCCAp.His88delinsLeuMetProLeuArgCysSerAsnp.H88delinsLMPLRCSNP15328protein_codingTCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
FOLR1SNVMissense_Mutationrs747612073c.633N>Cp.Gln211Hisp.Q211HP15328protein_codingdeleterious(0.02)probably_damaging(1)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FOLR1SNVMissense_Mutationc.248G>Tp.Arg83Ilep.R83IP15328protein_codingdeleterious(0)benign(0.435)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
FOLR1SNVMissense_Mutationrs752503322c.373C>Tp.Arg125Cysp.R125CP15328protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FOLR1SNVMissense_Mutationc.548C>Ap.Pro183Hisp.P183HP15328protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FOLR1SNVMissense_Mutationnovelc.43N>Cp.Trp15Argp.W15RP15328protein_codingdeleterious(0.01)benign(0.11)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FOLR1SNVMissense_Mutationc.706G>Ap.Ala236Thrp.A236TP15328protein_codingtolerated(0.12)benign(0.005)TCGA-G4-6586-01Colorectumcolon 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
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEFARLETUZUMABFARLETUZUMAB
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEANTIESTROGENS12782587
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEEC0489
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEinhibitorCHEMBL1743016FARLETUZUMAB
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEFolateImmune
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEIMGN-853MIRVETUXIMAB SORAVTANSINE
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEMirvetuximab soravtansine
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEFarletuzumabFARLETUZUMAB
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMETetrahydrofolic acid
2348FOLR1CELL SURFACE, TRANSPORTER, DRUGGABLE GENOMEEC-145VINTAFOLIDE23242435
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