Publications by authors named "Jiayu Su"

Unlabelled: Transcript diversity including splicing and alternative 3'end usage is crucial for cellular identity and adaptation, yet its spatial coordination remains poorly understood. Here, we present SPLISOSM (SpatiaL ISOform Statistical Modeling), a computational framework for detecting isoform-resolution patterns from spatial transcriptomics data. SPLISOSM leverages multivariate testing to account for spot- and isoform-level dependencies, demonstrating robust and theoretically grounded performance on sparse data.

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Long-read sequencing (LRS) has revealed a far greater diversity of RNA isoforms than earlier technologies, increasing the critical need to determine which, and how many, isoforms per gene are biologically meaningful. To define the space of relevant isoforms from LRS, many existing analysis pipelines rely on arbitrary expression cutoffs, but a single threshold cannot accommodate the broad variability in isoform complexity across genes, cell-types, and disease states captured by LRS. To address this, we propose using -an interpretable measure derived from entropy-that quantifies the effective number of isoforms per gene based on the full, unfiltered isoform ratio distribution.

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Background: Premature ovarian insufficiency (POI) is characterized by primary or secondary amenorrhoea before the age of 40, alongside high levels of follicle-stimulating hormone (FSH) and reduced levels of estrogen, severely impairing female fertility. This study aimed to identify novel genetic factors contributing to POI.

Methods: We performed whole-exome sequencing and whole-genome sequencing on 93 patients with POI and 465 healthy female controls to identify variants in the TP73 gene.

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Background: To evaluate the efficacy of Tuina (a form of Chinese therapeutic massage) combined with complementary therapies (such as auricular plaster therapy, acupuncture, or herbal medicine) on improving weight, body mass index (BMI), and body composition in obese patients.

Methods: A comprehensive search of CNKI, Wanfang, PubMed, Cochrane Library, and Web of Science (from January 2004 to March 2024) was conducted for randomized controlled trials (RCTs). Heterogeneity among studies was quantified using the I² statistic, and fixed-effects or random-effects models were applied as appropriate.

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As an emerging healthcare technology, artificial intelligence (AI) health assistants have garnered significant attention. However, the acceptance and intention of ordinary users to adopt AI health assistants require further exploration. This study aims to identify factors influencing users' intentions to use AI health assistants and enhance understanding of the acceptance mechanisms for this technology.

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With the aging population trend becoming increasingly pronounced, the health issues of elderly individuals living alone have become a focal point of societal concern. This study aims to investigate guardians of the elderly's acceptance of intelligent care systems for the elderly. This system integrates millimeter-wave radar and image recognition technologies to monitor the health status of seniors in real time and automatically alert their children in emergency situations.

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Background: Diabetic nephropathy (DN) is a serious complication of diabetes and one of the leading causes of end-stage renal disease. Huangkui capsule (HKC), a traditional Chinese patent medicine, is widely used in clinical practice for the treatment of chronic glomerulonephritis. However, the therapeutic effects and underlying mechanisms of HKC in DN remain poorly understood.

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Myeloid cancers such as myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML) remain resistant to standard of care (SOC) and targeted therapies. In this study, we demonstrate that responsiveness to therapy is associated with activation of β-catenin-JAG1 in osteoblastic cells of patients treated with all-trans-retinoic acid (ATRA). ATRA suppresses β-catenin activity in patients and leukemic mice.

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Purpose: The accuracy of the Omron J760 electronic blood pressure (BP) monitor for upper arm BP measurement in the adult general population was validated following the AAMI/ESH/ISO (ISO 81060-2:2018) + Amd1:2020 protocol. We expect that this device can be used for home blood pressure monitoring, with its measurements serving as a clinical reference.

Methods: Subjects meeting the age, gender, BP, and cuff distribution criteria as specified by the AAMI/ESH/ISO (ISO 81060-2:2018) + Amd1:2020 were recruited.

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Background: Treating melasma remains challenging. We conducted a meta-analysis to assess the effectiveness and safety of acupuncture as a treatment option.

Methods: We searched three English and four Chinese databases up to January 2, 2024.

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Transcriptional regulation, which involves a complex interplay between regulatory sequences and proteins, directs all biological processes. Computational models of transcription lack generalizability to accurately extrapolate to unseen cell types and conditions. Here we introduce GET (general expression transformer), an interpretable foundation model designed to uncover regulatory grammars across 213 human fetal and adult cell types.

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The success of machine learning models relies heavily on effectively representing high-dimensional data. However, ensuring data representations capture human-understandable concepts remains difficult, often requiring the incorporation of prior knowledge and decomposition of data into multiple subspaces. Traditional linear methods fall short in modeling more than one space, while more expressive deep learning approaches lack interpretability.

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Objective: This network meta-analysis aims to investigate and compare the effectiveness of 3 dietary interventions - Mediterranean, ketogenic, and low-fat diet - on overweight and obese adults, with a comparison to traditional low-calorie diet.

Methods: A systematic review was conducted in both Chinese and English databases, including the China National Knowledge Infrastructure (CNKI), Wanfang Database, China Science and Technology Journal Database (VIP), SinoMed, PubMed, Web of Science, Cochrane Library and Embase to identify relevant randomized controlled trials (RCTs) up to January 31, 2024. Two researchers independently screened and extracted data from the identified literature.

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Article Synopsis
  • Gout is a complex disease caused by the buildup of monosodium urate crystals in joints, and its causes are not fully understood, highlighting the need for new biomarkers for early detection and diagnosis.
  • A study analyzed serum samples from 47 gout patients and 49 healthy individuals using advanced metabolomics techniques, identifying 186 metabolites that significantly differed between the two groups, with 156 upregulated and 30 downregulated in gout patients.
  • Among the findings, indolelactic acid (ILA) emerged as a potential biomarker for gout, and the study suggested that pathways related to D-glutamine and D-glutamate metabolism may play crucial roles in the disease's development.
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Transcriptional regulation, involving the complex interplay between regulatory sequences and proteins, directs all biological processes. Computational models of transcription lack generalizability to accurately extrapolate in unseen cell types and conditions. Here, we introduce GET, an interpretable foundation model designed to uncover regulatory grammars across 213 human fetal and adult cell types.

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During the secondary thermoforming of carbon fiber-reinforced polyphenylene sulfide (CF/PPS) composites, a vital material for the aerospace field, varied thermal parameters profoundly influence the crystallization behavior of the PPS matrix. Notably, PPS exhibits a distinctive self-nucleation (SN) behavior during repeated thermal cycles. This behavior not only affects its crystallization but also impacts the processing and mechanical properties of PPS and CF/PPS composites.

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Spatial omics technologies can help identify spatially organized biological processes, but existing computational approaches often overlook structural dependencies in the data. Here, we introduce Smoother, a unified framework that integrates positional information into non-spatial models via modular priors and losses. In simulated and real datasets, Smoother enables accurate data imputation, cell-type deconvolution, and dimensionality reduction with remarkable efficiency.

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Article Synopsis
  • RNA splicing factors often mutate in blood disorders like myelodysplastic syndrome (MDS), affecting how blood cells develop, but the role of these mutations in blood formation is still not fully understood.
  • Researchers used a new method, GoT-Splice, which combines gene profiling and advanced single-cell analysis to study how mutations in a specific splicing factor (SF3B1) influence blood progenitor cells.
  • Their findings showed that SF3B1 mutations lead to abnormal splicing patterns and an increase in specific blood cell types before MDS is clinically evident, highlighting the importance of understanding these mutations in early disease progression.
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Accurately measuring biological age is crucial for improving healthcare for the elderly population. However, the complexity of aging biology poses challenges in how to robustly estimate aging and interpret the biological significance of the traits used for estimation. Here we present SCALE, a statistical pipeline that quantifies biological aging in different tissues using explainable features learned from literature and single-cell transcriptomic data.

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New strategies for cancer immunotherapy are needed since most solid tumors do not respond to current approaches. Here we used epithelial cell adhesion molecule EpCAM (a tumor-associated antigen highly expressed on common epithelial cancers and their tumor-initiating cells) aptamer-linked small-interfering RNA chimeras (AsiCs) to knock down genes selectively in EpCAM tumors with the goal of making cancers more visible to the immune system. Knockdown of genes that function in multiple steps of cancer immunity was evaluated in aggressive triple-negative and HER2 orthotopic, metastatic, and genetically engineered mouse breast cancer models.

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The full neutrophil heterogeneity and differentiation landscape remains incompletely characterized. Here, we profiled >25,000 differentiating and mature mouse neutrophils using single-cell RNA sequencing to provide a comprehensive transcriptional landscape of neutrophil maturation, function and fate decision in their steady state and during bacterial infection. Eight neutrophil populations were defined by distinct molecular signatures.

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The influence of the pore shapes on the band structures in phononic crystals with periodic distributed void pores are investigated in this paper. By using finite difference time domain (FDTD) scheme, the dispersion properties of the in-plane x-y mode waves in the materials with triangular, circular or square pores are discussed respectively. The influence of the pore shapes and the porosity on the band gap structures is analyzed.

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