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: FLRT3

Gene summary for FLRT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FLRT3

Gene ID

23767

Gene namefibronectin leucine rich transmembrane protein 3
Gene AliasHH21
Cytomap20p12.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9NZU0


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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
23767FLRT3LZE4THumanEsophagusESCC1.15e-137.05e-010.0811
23767FLRT3P2T-EHumanEsophagusESCC4.53e-163.45e-010.1177
23767FLRT3P5T-EHumanEsophagusESCC1.81e-056.35e-020.1327
23767FLRT3P8T-EHumanEsophagusESCC1.58e-134.22e-010.0889
23767FLRT3P10T-EHumanEsophagusESCC3.88e-489.35e-010.116
23767FLRT3P11T-EHumanEsophagusESCC2.14e-168.97e-010.1426
23767FLRT3P21T-EHumanEsophagusESCC1.44e-113.06e-010.1617
23767FLRT3P22T-EHumanEsophagusESCC7.77e-03-5.30e-030.1236
23767FLRT3P26T-EHumanEsophagusESCC5.17e-471.07e+000.1276
23767FLRT3P28T-EHumanEsophagusESCC1.83e-02-1.02e-020.1149
23767FLRT3P30T-EHumanEsophagusESCC2.51e-052.33e-010.137
23767FLRT3P32T-EHumanEsophagusESCC1.07e-123.44e-010.1666
23767FLRT3P49T-EHumanEsophagusESCC3.72e-046.82e-010.1768
23767FLRT3P61T-EHumanEsophagusESCC8.94e-155.36e-010.099
23767FLRT3P62T-EHumanEsophagusESCC1.55e-206.68e-010.1302
23767FLRT3P65T-EHumanEsophagusESCC7.80e-113.00e-010.0978
23767FLRT3P79T-EHumanEsophagusESCC1.36e-591.82e+000.1154
23767FLRT3P82T-EHumanEsophagusESCC2.71e-065.21e-010.1072
23767FLRT3P91T-EHumanEsophagusESCC4.92e-071.24e+000.1828
23767FLRT3P107T-EHumanEsophagusESCC3.95e-042.94e-010.171
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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
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:00605609Oral cavityOSCCdevelopmental growth involved in morphogenesis116/7305234/187236.20e-043.50e-03116
GO:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
GO:00486784Oral cavityOSCCresponse to axon injury46/730583/187231.76e-038.31e-0346
GO:19901388Oral cavityOSCCneuron projection extension86/7305172/187232.13e-039.80e-0386
GO:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:004867811Oral cavityLPresponse to axon injury31/462383/187236.94e-033.96e-0231
GO:001604910ProstateBPHcell growth139/3107482/187237.53e-125.90e-10139
GO:003432910ProstateBPHcell junction assembly114/3107420/187232.52e-087.49e-07114
GO:19018888ProstateBPHregulation of cell junction assembly62/3107204/187236.71e-071.30e-0562
GO:00020113ProstateBPHmorphogenesis of an epithelial sheet25/310757/187231.19e-062.10e-0525
GO:00508087ProstateBPHsynapse organization103/3107426/187233.19e-053.61e-04103
GO:00615649ProstateBPHaxon development111/3107467/187233.51e-053.88e-04111
GO:00485888ProstateBPHdevelopmental cell growth61/3107234/187231.46e-041.29e-0361
GO:00074099ProstateBPHaxonogenesis98/3107418/187231.68e-041.45e-0398
GO:00519623ProstateBPHpositive regulation of nervous system development67/3107272/187234.15e-043.01e-0367
GO:00519604ProstateBPHregulation of nervous system development100/3107443/187236.02e-044.16e-03100
GO:00605608ProstateBPHdevelopmental growth involved in morphogenesis58/3107234/187238.28e-045.40e-0358
GO:19901387ProstateBPHneuron projection extension43/3107172/187233.06e-031.60e-0243
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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
FLRT3SNVMissense_Mutationrs760038366c.1514N>Ap.Arg505Glnp.R505QQ9NZU0protein_codingtolerated(0.61)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FLRT3SNVMissense_Mutationc.557G>Ap.Arg186Hisp.R186HQ9NZU0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FLRT3SNVMissense_Mutationc.1783N>Ap.Gln595Lysp.Q595KQ9NZU0protein_codingdeleterious(0.01)possibly_damaging(0.834)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FLRT3SNVMissense_Mutationc.700C>Tp.Arg234Trpp.R234WQ9NZU0protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
FLRT3SNVMissense_Mutationrs751955471c.701N>Ap.Arg234Glnp.R234QQ9NZU0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EW-A1P4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FLRT3insertionFrame_Shift_Insnovelc.1261_1262insGAp.Asp421GlyfsTer14p.D421Gfs*14Q9NZU0protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FLRT3SNVMissense_Mutationrs564318429c.781N>Tp.Arg261Trpp.R261WQ9NZU0protein_codingdeleterious(0.01)possibly_damaging(0.697)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLRT3SNVMissense_Mutationc.1100C>Ap.Thr367Asnp.T367NQ9NZU0protein_codingtolerated(0.17)benign(0.147)TCGA-EX-A69M-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
FLRT3SNVMissense_Mutationrs537766361c.488G>Ap.Arg163Hisp.R163HQ9NZU0protein_codingdeleterious(0)probably_damaging(0.985)TCGA-VS-A8EH-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
FLRT3SNVMissense_Mutationrs142379846c.10N>Ap.Ala4Thrp.A4TQ9NZU0protein_codingtolerated_low_confidence(0.56)benign(0)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
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