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: FOLR2

Gene summary for FOLR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FOLR2

Gene ID

2350

Gene namefolate receptor beta
Gene AliasBETA-HFR
Cytomap11q13.4
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P14207


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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
2350FOLR2HCC1_MengHumanLiverHCC2.19e-04-4.77e-030.0246
2350FOLR2Pt13.aHumanLiverHCC9.36e-073.84e-010.021
2350FOLR2Pt13.cHumanLiverHCC1.70e-116.68e-010.0076
2350FOLR2Pt14.dHumanLiverHCC8.46e-155.78e-010.0143
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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
∗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:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:000758421LiverHCCresponse to nutrient111/7958174/187231.10e-082.73e-07111
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
GO:0061025LiverHCCmembrane fusion88/7958163/187231.98e-031.00e-0288
GO:0033273LiverHCCresponse to vitamin52/795893/187236.18e-032.53e-0252
GO:0031670LiverHCCcellular response to nutrient27/795845/187231.35e-024.80e-0227
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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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
FOLR2insertionFrame_Shift_Insnovelc.373_374insGCAGTTACTTTACCTCTCTGTGTCTCTGTTTCCTCATCTCTp.Asp125GlyfsTer119p.D125Gfs*119P14207protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FOLR2SNVMissense_Mutationc.596N>Ap.Gly199Glup.G199EP14207protein_codingdeleterious(0)probably_damaging(0.99)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FOLR2SNVMissense_Mutationnovelc.554N>Cp.Gly185Alap.G185AP14207protein_codingtolerated(0.09)benign(0.403)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
FOLR2SNVMissense_Mutationc.77A>Cp.Asp26Alap.D26AP14207protein_codingdeleterious(0.04)benign(0.146)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
FOLR2SNVMissense_Mutationc.577G>Ap.Val193Ilep.V193IP14207protein_codingtolerated(0.1)benign(0.403)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FOLR2SNVMissense_Mutationnovelc.210N>Tp.Lys70Asnp.K70NP14207protein_codingtolerated(0.24)benign(0.117)TCGA-AG-3909-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
FOLR2SNVMissense_Mutationnovelc.194N>Ap.Ser65Asnp.S65NP14207protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FOLR2SNVMissense_Mutationc.602N>Ap.Gly201Aspp.G201DP14207protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
FOLR2SNVMissense_Mutationnovelc.19N>Tp.Pro7Serp.P7SP14207protein_codingtolerated(0.8)benign(0.038)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
FOLR2SNVMissense_Mutationrs752060276c.403N>Tp.Arg135Cysp.R135CP14207protein_codingdeleterious(0.02)benign(0.022)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<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
2350FOLR2CELL SURFACE, DRUGGABLE GENOMEFOLIC ACIDFOLIC ACID25234128
2350FOLR2CELL SURFACE, DRUGGABLE GENOMELOMETREXOLLOMETREXOL20085328
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