A Novel Feature Selection Method for Classification of Medical Data Using Filters, Wrappers, and Embedded Approaches by Saba Bashir, Irfan Ullah Khattak, Aihab Khan, Farhan Hassan Khan, Abdullah Gani, Muhammad Shiraz

“…For this purpose, the proposed research focused on analyzing and identifying effective feature selection algorithms. A novel framework is proposed which utilizes different feature selection methods from filters, wrappers, and embedded algorithms. …”
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Optical genome mapping for detection of chromosomal aberrations in prenatal diagnosis by Qinxin Zhang, Yan Wang, Yiyun Xu, Ran Zhou, Mingtao Huang, Fengchang Qiao, Lulu Meng, An Liu, Jing Zhou, Li Li, Xiuqing Ji, Zhengfeng Xu, Ping Hu

“…Material and methods We retrospectively performed optical genome mapping analysis of amniotic fluid samples from 34 fetuses with various clinical indications and chromosomal aberrations detected through standard‐of‐care technologies, including karyotyping, fluorescence in situ hybridization, and/or chromosomal microarray analysis. …”
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Enhanced leukemia prediction using hybrid ant colony and ant lion optimization for gene selection and classification by Santhakumar D, Gnanajeyaraman Rajaram, Elankavi R, Viswanath J, Govindharaj I, Raja J

“…Gene selection plays a crucial role in the pre-processing of microarray data, aiming to identify a small set of genes that enhances classification accuracy and reduces costs. …”
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Novel Detection and Clinical Utility of Serum-Derived Extracellular Vesicle in Angiosarcoma by Kazunori Yokoi, Jing Wang, Yusuke Yoshioka, Yasuhiro Fujisawa, Manabu Fujimoto, Takahiro Ochiya, Atsushi Tanemura

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Prenatally and postnatally sequential genetic etiology detection in corpus callosum abnormalities by Huili Xue, Aili Yu, Lin Zheng, Xianglan Ye, Lin Zhang, Qun Guo, Lingji Chen, Qingmei Shen, Na lin, Hailong Huang, Liangpu Xu

“…Abstract To evaluate the clinical utility of genetic testing via karyotyping, chromosomal microarray analysis (CMA), and exome sequencing in cases with corpus callosum abnormalities (CCA). …”
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Prenatal diagnosis and molecular cytogenetic characterization of 12 cases of chromosome 8 inverted duplication deletion syndrome by Xi Yang, Rong Hu, Weiwei Huang, Jian Lu

“…Additionally, CMA enables precise detection of copy number variations (CNVs), including exact size and genomic location. …”
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Nanomaterials based biosensors applied for detection of aflatoxin B1 in cereals: a review by Loyce Namanya, Emma Panzi Mukhokosi, Ediriisa Mugampoza

“…However, more studies are needed to address the automatic simultaneous detection of various aflatoxins in real samples and a biosensing system that integrates with microarray technology.…”
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Detection of host-derived sphingosine by Pseudomonas aeruginosa is important for survival in the murine lung. by Annette E LaBauve, Matthew J Wargo

“…The members of the SphR transcriptome were identified by microarray analyses, and DNA binding assays showed specific interaction of these promoters with SphR, which enabled us to determine the consensus SphR binding site. …”
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Augmenting precision medicine via targeted RNA-Seq detection of expressed mutations by Dan Li, Jianying Li, Donald J. Johann, Daniel Butler, Guangchun Chen, Jonathan Foox, Binsheng Gong, Wendell Jones, David P. Kreil, Rebecca Kusko, Paweł P. Łabaj, Anne Bergstrom Lucas, Christopher E. Mason, Christopher Mozsary, Natalia Novoradovskaya, Carlos Pabón-Peña, Bohu Pan, Todd A. Richmond, Roberta Maestro, Sayed Mohammad Ebrahim Sahraeian, Andreas Scherer, Hagen U. Tilgner, James C. Willey, Pierre R. Bushel, Joshua Xu

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Quantitative assessment of factors affecting the sensitivity of a competitive immunomicroarray for pesticide detection by Erik Belleville, Martin Dufva, Jens Aamand, Leif Bruun, Claus B.V. Christensen

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Mechanism-based screen for G1/S checkpoint activators identifies a selective activator of EIF2AK3/PERK signalling. by Simon R Stockwell, Georgina Platt, S Elaine Barrie, Georgia Zoumpoulidou, Robert H Te Poele, G Wynne Aherne, Stuart C Wilson, Peter Sheldrake, Edward McDonald, Mathilde Venet, Christelle Soudy, Frédéric Elustondo, Laurent Rigoreau, Julian Blagg, Paul Workman, Michelle D Garrett, Sibylle Mittnacht

“…Transcriptional profiling by cDNA microarray combined with reverse genetics revealed phosphorylation of the eukaryotic initiation factor 2-alpha (EIF2A) through the eukaryotic translation initiation factor 2-alpha kinase 3 (EIF2AK3/PERK) as the mechanism of action of this compound. …”
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Enucleation-Induced Rat Adrenal Gland Regeneration: Expression Profile of Selected Genes Involved in Control of Adrenocortical Cell Proliferation by Marianna Tyczewska, Marcin Rucinski, Agnieszka Ziolkowska, Marta Szyszka, Marcin Trejter, Anna Hochol-Molenda, Krzysztof W. Nowak, Ludwik K. Malendowicz

“…Factors encoded by these genes obscure possible priming effects of various cytokines on initiation of regeneration. …”
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Development and validation of a Luminex assay for detection of a predictive biomarker for PROSTVAC-VF therapy. by Julie L Lucas, Erin A Tacheny, Allison Ferris, Michelle Galusha, Apurva K Srivastava, Aniruddha Ganguly, P Mickey Williams, Michael C Sachs, Magdalena Thurin, James V Tricoli, Winnie Ricker, Jeffrey C Gildersleeve

“…Strategies to identify patients likely to respond well to a given therapy could significantly improve health care outcomes by maximizing clinical benefits while reducing toxicities and adverse effects. Using a glycan microarray assay, we recently reported that pretreatment serum levels of IgM specific to blood group A trisaccharide (BG-Atri) correlate positively with overall survival of cancer patients on PROSTVAC-VF therapy. …”
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Highlights on Novel Technologies for the Detection of Antibodies to Ro60, Ro52, and SS-B by M. Infantino, C. Bentow, A. Seaman, M. Benucci, F. Atzeni, P. Sarzi-Puttini, B. Olivito, F. Meacci, M. Manfredi, M. Mahler

“…Similar findings were obtained with QUANTRIX Microarray kit. Conclusion. QUANTA Flash and BioPlex 2200 show good qualitative agreement. …”
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Themis2/ICB1 is a signaling scaffold that selectively regulates macrophage Toll-like receptor signaling and cytokine production. by Matthew J Peirce, Matthew Brook, Nicholas Morrice, Robert Snelgrove, Shajna Begum, Alessandra Lanfrancotti, Clare Notley, Tracy Hussell, Andrew P Cope, Robin Wait

“…A second member of this family, Themis2 (Q91YX0), also known as ICB1 (Induced on contact with basement membrane 1), remains unreported at the protein level despite microarray and EST databases reporting Themis2 mRNA expression in B cells and macrophages.…”
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Serum/glucose starvation enhances binding of miR-4745-5p and miR-6798-5p to HNRNPA1 mRNA 3ʹUTR: A novel method to identify miRNAs binding to mRNA 3ʹUTR using λN peptide-boxB sequen... by Tetsuyuki Takahashi, Mai Funamura, Shun Wakai, Takao Hijikata

“…Using the novel interaction between the λN peptide and boxB sequence (λN/boxB system) and miRNA microarray analysis, we aimed to identify specific-binding microRNAs (miRs or miRNAs) targeting HNRNPA1 mRNA 3ʹUTR under serum/glucose-starved conditions. …”
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RETRACTED: Modern Subtype Classification and Outlier Detection Using the Attention Embedder to Transform Ovarian Cancer Diagnosis by S. M. Nuruzzaman Nobel, S M Masfequier Rahman Swapno, Md. Ashraful Hossain, Mejdl Safran, Sultan Alfarhood, Md. Mohsin Kabir, M. F. Mridha

“…This study primarily uses a unique dataset painstakingly selected from 20 esteemed medical institutes. The dataset includes a wide range of images, such as tissue microarray (TMA) images at 40× magnification and whole-slide images (WSI) at 20× magnification. …”
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An Autocatalytic Platform Combining a Nonlinear Hybridization Chain Reaction and DNAzyme to Detect microRNA by Hongbo Zhang, Xiuen Cao, Qubo Zhu

“…Conventional methods for miRNA detection, such as quantitative PCR and microarray analysis, often entail intricate sample preparation and lack the requisite sensitivity to detect low-abundance miRNAs like miRNA-21. …”
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Specificities of multi-primer polymerase chain reaction optimization for the detection of infectious pneumonia agents in human by E. S. Klochikhina, V. E. Shershov, V. E. Kuznetsova, S. A. Lapa, A. V. Chudinov

“…A prototype of a system for pathogenic agent detection in the immobilized phase (biological microarray) was created.…”
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Research on Biological Detection Based on Reflected Light Images of a Porous Silicon Bragg Mirror by Shuangshuang Zhang, Miao Sun, Jianfeng Yang, Zhenhong Jia, Xiaoyi Lv, Xiaohui Huang

“…Based on this method, the DNA detection limit is 20.74 pM. The method is low-cost, has a short detection time and can be used in the detection of biosensor microarray.…”
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