FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313887983> ?p ?o ?g. }

• W4313887983 endingPage "C80" @default.
• W4313887983 startingPage "C80" @default.
• W4313887983 abstract "Breast cancer (BC) molecular subtypes diagnosis involves improving clinical uptake by Fourier transform infrared (FTIR) spectroscopic imaging, which is a non-destructive and powerful technique, enabling label free extraction of biochemical information towards prognostic stratification and evaluation of cell functionality. However, methods of measurements of samples demand a long time to achieve high quality images, making its clinical use impractical because of the data acquisition speed, poor signal to noise ratio, and deficiency of optimized computational framework procedures. To address those challenges, machine learning (ML) tools can facilitate obtaining an accurate classification of BC subtypes with high actionability and accuracy. Here, we propose a ML-algorithm-based method to distinguish computationally BC cell lines. The method is developed by coupling the K-neighbors classifier (KNN) with neighborhood components analysis (NCA), and hence, the NCA-KNN method enables to identify BC subtypes without increasing model size as well as adding additional computational parameters. By incorporating FTIR imaging data, we show that classification accuracy, specificity, and sensitivity improve, respectively, 97.5%, 96.3%, and 98.2%, even at very low co-added scans and short acquisition times. Moreover, a clear distinctive accuracy (up to 9 %) difference of our proposed method (NCA-KNN) was obtained in comparison with the second best supervised support vector machine model. Our results suggest a key diagnostic NCA-KNN method for BC subtypes classification that may translate to advancement of its consolidation in subtype-associated therapeutics." @default.
• W4313887983 created "2023-01-10" @default.
• W4313887983 creator A5002717495 @default.
• W4313887983 creator A5011563150 @default.
• W4313887983 creator A5012157460 @default.
• W4313887983 creator A5051348893 @default.
• W4313887983 creator A5067174166 @default.
• W4313887983 creator A5090152669 @default.
• W4313887983 date "2023-02-08" @default.
• W4313887983 modified "2023-10-11" @default.
• W4313887983 title "Rapid identification of breast cancer subtypes using micro-FTIR and machine learning methods" @default.
• W4313887983 cites W1998023097 @default.
• W4313887983 cites W2011055829 @default.
• W4313887983 cites W2043962373 @default.
• W4313887983 cites W2088900896 @default.
• W4313887983 cites W2088944063 @default.
• W4313887983 cites W2114505219 @default.
• W4313887983 cites W2134539328 @default.
• W4313887983 cites W2135782187 @default.
• W4313887983 cites W2142427799 @default.
• W4313887983 cites W2260700459 @default.
• W4313887983 cites W2742825415 @default.
• W4313887983 cites W2756562465 @default.
• W4313887983 cites W2800699746 @default.
• W4313887983 cites W2904806546 @default.
• W4313887983 cites W2909240409 @default.
• W4313887983 cites W2949017090 @default.
• W4313887983 cites W2981953956 @default.
• W4313887983 cites W2993390265 @default.
• W4313887983 cites W3035321842 @default.
• W4313887983 cites W3036229468 @default.
• W4313887983 cites W3048729031 @default.
• W4313887983 cites W3119774682 @default.
• W4313887983 cites W3138484855 @default.
• W4313887983 cites W3170783756 @default.
• W4313887983 cites W3198511950 @default.
• W4313887983 cites W3207569082 @default.
• W4313887983 cites W3210241512 @default.
• W4313887983 cites W3216448540 @default.
• W4313887983 cites W4223469180 @default.
• W4313887983 cites W4312866604 @default.
• W4313887983 doi "https://doi.org/10.1364/ao.477409" @default.
• W4313887983 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37133062" @default.
• W4313887983 hasPublicationYear "2023" @default.
• W4313887983 type Work @default.
• W4313887983 citedByCount "5" @default.
• W4313887983 countsByYear W43138879832023 @default.
• W4313887983 crossrefType "journal-article" @default.
• W4313887983 hasAuthorship W4313887983A5002717495 @default.
• W4313887983 hasAuthorship W4313887983A5011563150 @default.
• W4313887983 hasAuthorship W4313887983A5012157460 @default.
• W4313887983 hasAuthorship W4313887983A5051348893 @default.
• W4313887983 hasAuthorship W4313887983A5067174166 @default.
• W4313887983 hasAuthorship W4313887983A5090152669 @default.
• W4313887983 hasConcept C102519508 @default.
• W4313887983 hasConcept C119857082 @default.
• W4313887983 hasConcept C121608353 @default.
• W4313887983 hasConcept C12267149 @default.
• W4313887983 hasConcept C126322002 @default.
• W4313887983 hasConcept C134306372 @default.
• W4313887983 hasConcept C153180895 @default.
• W4313887983 hasConcept C154945302 @default.
• W4313887983 hasConcept C33923547 @default.
• W4313887983 hasConcept C41008148 @default.
• W4313887983 hasConcept C530470458 @default.
• W4313887983 hasConcept C71924100 @default.
• W4313887983 hasConcept C95623464 @default.
• W4313887983 hasConceptScore W4313887983C102519508 @default.
• W4313887983 hasConceptScore W4313887983C119857082 @default.
• W4313887983 hasConceptScore W4313887983C121608353 @default.
• W4313887983 hasConceptScore W4313887983C12267149 @default.
• W4313887983 hasConceptScore W4313887983C126322002 @default.
• W4313887983 hasConceptScore W4313887983C134306372 @default.
• W4313887983 hasConceptScore W4313887983C153180895 @default.
• W4313887983 hasConceptScore W4313887983C154945302 @default.
• W4313887983 hasConceptScore W4313887983C33923547 @default.
• W4313887983 hasConceptScore W4313887983C41008148 @default.
• W4313887983 hasConceptScore W4313887983C530470458 @default.
• W4313887983 hasConceptScore W4313887983C71924100 @default.
• W4313887983 hasConceptScore W4313887983C95623464 @default.
• W4313887983 hasFunder F4320320997 @default.
• W4313887983 hasFunder F4320321091 @default.
• W4313887983 hasFunder F4320326617 @default.
• W4313887983 hasIssue "8" @default.
• W4313887983 hasLocation W43138879831 @default.
• W4313887983 hasLocation W43138879832 @default.
• W4313887983 hasOpenAccess W4313887983 @default.
• W4313887983 hasPrimaryLocation W43138879831 @default.
• W4313887983 hasRelatedWork W2041399278 @default.
• W4313887983 hasRelatedWork W2056016498 @default.
• W4313887983 hasRelatedWork W2136184105 @default.
• W4313887983 hasRelatedWork W2160451891 @default.
• W4313887983 hasRelatedWork W2336974148 @default.
• W4313887983 hasRelatedWork W2389470892 @default.
• W4313887983 hasRelatedWork W3013515612 @default.
• W4313887983 hasRelatedWork W3195168932 @default.
• W4313887983 hasRelatedWork W2187500075 @default.
• W4313887983 hasRelatedWork W2345184372 @default.

• next