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A comprehensive benchmarking for evaluating TCR embeddings in modeling TCR-epitope interactions.

Brief Bioinform

November 2024

Department of Computer Science, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon Tong, Hong Kong, 999077, China.

The complexity of T cell receptor (TCR) sequences, particularly within the complementarity-determining region 3 (CDR3), requires efficient embedding methods for applying machine learning to immunology. While various TCR CDR3 embedding strategies have been proposed, the absence of their systematic evaluations created perplexity in the community. Here, we extracted CDR3 embedding models from 19 existing methods and benchmarked these models with four curated datasets by accessing their impact on the performance of TCR downstream tasks, including TCR-epitope binding affinity prediction, epitope-specific TCR identification, TCR clustering, and visualization analysis.

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Background: Indonesia's vast archipelago and substantial population size present unique challenges in addressing its multifaceted HIV epidemic, with 90% of its 514 districts and cities reporting cases. Identifying key populations (KPs) is essential for effectively targeting interventions and allocating resources to address the changing dynamics of the epidemic.

Objective: We examine the 2022 mapping of Indonesia's KPs to develop improved HIV and AIDS interventions.

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Significance of Raffinose Family Oligosaccharides (RFOs) metabolism in plants.

Adv Biotechnol (Singap)

March 2024

School of Life Sciences, Innovative Center of Molecular Genetics and Evolution, Guangzhou University, Guangzhou, 510006, China.

Raffinose Family Oligosaccharides (RFOs) are a kind of polysaccharide containing D-galactose, and they widely exist in higher plants. Synthesis of RFOs begins with galactinol synthase (GolS; EC 2.4.

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Direct repeat region 3' end modifications regulate Cas12a activity and expand its applications.

Nucleic Acids Res

January 2025

Guangdong Provincial Key Laboratory of Digestive Cancer Research, Digestive Diseases Center, Scientific Research Center, The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen, Guangdong 518107, P.R. China.

CRISPR-Cas12a technology has transformative potential, but as its applications grow, enhancing its inherent functionalities is essential to meet diverse demands. Here, we reveal a regulatory mechanism for LbCas12a through direct repeat (DR) region 3' end modifications and de-modifications, which can regulate LbCas12a's cis- and trans-cleavage activities. We extensively explored the effects of introducing phosphorylation, DNA, photo-cleavable linker, DNA modifications at the DR 3' end on LbCas12a's functionality.

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Regional infusion centers (RICs) played an integral role in treating high-risk patients with COVID-19, with mild to moderate symptoms, who did not need acute hospitalization, with monoclonal antibodies. While any medical provider could place a RIC referral, it was recognized that many people face challenges with accessing care. A dedicated medical team was created to provide telemedical evaluation of patients and place appropriate referrals to RICs.

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