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Articles by Jirui Guo
ProLM: a plasma proteomics pretrained model for the general population
Abstract Plasma proteomics can provide a dynamic molecular readout of human health, but models that learn generalizable protein-expression patterns in population cohorts remain limited. Here we show that ProLM, a BERT-based plasma proteomics model pretrained on 15,499 relatively healthy UK Biobank participants, captures baseline protein-expression relationships and supports prediction of 16 common chronic diseases.
Association of Postpartum Depression With Phenotypic Biological Aging and Aging-Related Diseases in Midlife Women
Jingxi Zhu and Wenjing Meng contributed equally to this study. , , , , and , “Association of Postpartum Depression With Phenotypic Biological Aging and Aging-Related Diseases in Midlife Women,” Journal of Obstetrics and Gynaecology Research52, no. 6 (2026): e70363, https://doi.org/10.1111/jog.70363. Disclosure The authors have nothing to report. Conflicts of Interest The authors declare no conflicts of interest.
Synergistic Dual‐Single‐Atom Catalysis Driving Auto‐Catalytic Process Toward Oxidant‐Free Fenton‐Like Chemistry for Water Purification
Conflict of Interests The authors declare no conflict of interest. Data Availability Statement The data that support the findings of this study are available from the corresponding author upon reasonable request. Supporting Information Filename Description anie70517-sup-0001-SuppMat.docx4.5 MB Supporting information References 1, , , , Appl. Catal., B 2018, 224, 973–982. 2, , , , , , , Angew. Chem., Int. Ed. 2020, 59, 13968–13976, https://doi.org/10.1002/anie.202006059. 3, , , ACS ES&T Eng.
Size‐Dependent Catalysis in Fenton‐like Chemistry: From Nanoparticles to Single Atoms
State-of-the-art Fenton-like reactions are crucial in advanced oxidation processes (AOPs) for water purification. This review explores the latest advancements in heterogeneous metal-based catalysts within AOPs, covering nanoparticles (NPs), single-atom catalysts (SACs), and ultra-small atom clusters.
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