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Machine learning-driven health profiling and multidimensional trajectory analysis in first-ever ischaemic stroke: protocol for a multicentre cross-sectional and prospective longitudinal study

Por: Li · S.-l. · You · J.-C. · Wang · Q. · Chen · S.-y. · Chu · J.-l. · Li · Q.-x. · Chen · R. · Huang · Y.-j.
Background

Ischaemic stroke, the most prevalent stroke subtype, imposes a significant long-term disease burden. However, patients with first-ever stroke exhibit substantial individual variability in poststroke health trajectories, manifesting heterogeneous clinical presentations. We therefore started with the overall health of patients in order to delineate heterogeneous clusters characterised by distinct demographic profiles, clinical features and behavioural determinants and elucidate shared longitudinal trajectories in the temporal development of adverse health outcomes.

Method and analysis

We designed a multicentre, cross-sectional and longitudinal study focusing on patients with first-ever ischaemic stroke. We will employ patient self-reported outcomes and objective measurements to comprehensively evaluate patients’ health status from a multidimensional perspective. Following baseline assessments, participants will undergo follow-up evaluations at 1 month, 3 months and 6 months post inclusion. The primary objective is twofold: (1) to identify distinct patient clusters with heterogeneous multidimensional health profiles using the k-prototype clustering algorithm and (2) to characterise synergistic trajectories of core health attributes within the largest cluster through parallel process latent class growth modelling. By combining cross-sectional and longitudinal analyses, this phased study should elucidate static heterogeneity and dynamic recovery patterns following a first-ever ischaemic stroke.

Ethics and dissemination

The project conforms to the ethical principles enshrined in the Declaration of Helsinki (2013 amendment) and all local ethical guidelines. The ethics committee at the University of South China approved the study (approval no. 2024 NHHL023). The ethics committee of Gansu Provincial Hospital approved the study (approval no. 2025–023). The ethics committee of the Central Hospital of Shaoyang approved the study (approval no.KY-2025–12). The findings will be published and presented at conferences for widespread dissemination.

Trial registration number: ChiCTR2500098442

Cortical-multifidus paired associative stimulation for improving motor function in patients with chronic low back pain: study protocol for a randomised controlled trial

Por: Lu · H. · Shao · Q. · Guo · J. · Huang · Z. · Cao · Y.-j. · Li · F. · Li · W. · Xiong · W. · Li · K.-P. · Feng · W.
Introduction

Chronic low back pain (CLBP) is characterised by multifaceted pathophysiology involving both central sensitisation and peripheral dysfunction. Conventional therapies often fail to address this complexity due to their unidimensional targets. Paired associative stimulation (PAS), a dual-target neuromodulatory approach that combines central and peripheral interventions, has demonstrated efficacy in enhancing motor recovery post-stroke by synchronously inducing corticospinal plasticity and peripheral neuromuscular adaptation. Building on this paradigm, we propose a novel combined primary motor cortex (M1) and multifidus muscle stimulation protocol. The intervention pairs transcranial magnetic stimulation over M1 with peripheral magnetic stimulation targeting the multifidus muscle, hypothesising that temporally coordinated central and peripheral stimulation will synergistically enhance the corticospinal drive to the lumbar spine and restore multifidus neuromuscular control, thereby alleviating pain and improving functional capacity in CLBP.

Methods and analysis

This study will enrol 82 individuals diagnosed with CLBP between 18 and 65 years of age. Study participants will undergo randomisation into two parallel groups: the experimental arm receiving active PAS therapy (n=41) and the control arm receiving sham PAS treatment (n=41). The intervention protocol consists of 20 treatment sessions delivered across a 4-week timeframe, with participants attending five sessions weekly. Assessment time points are scheduled at study entry (baseline) and 4, 8 and 12 weeks following intervention initiation. The study’s primary outcome is the Oswestry Disability Index (ODI). Secondary outcomes encompass the Visual Analog Scale (VAS), Short-form McGill Pain Questionnaire (SF-MPQ), Short Form 36 Health Survey (SF-36), Pain Catastrophizing Scale (PCS), and functional magnetic resonance imaging (fMRI). Data analysis will adhere to the intention-to-treat methodology. Between-group comparisons across temporal measurement points will employ mixed-effects modelling approaches.

Ethics and dissemination

Ethical approval for the research protocol was obtained from the Ethics Committee of Guanghua Hospital Affiliated to Shanghai University of Traditional Chinese Medicine (approval number: 2025-K-45), with trial registration completed in the China Clinical Trial Registry on 27 April 2025. On study completion, findings will be prepared for submission to peer-reviewed academic publications.

Trial registration number

ChiCTR2500101574.

Analysis of the utilisation of Chuna manual therapy for musculoskeletal disorders after its coverage under national health insurance in Korea: a retrospective analysis

Por: Baek · G. G. · Ha · I.-H. · Lee · Y. J. · Shin · Y.-J. · Shin · B.-C.
Objective

To examine trends in Chuna manual therapy utilisation for musculoskeletal disorders (MSDs) following its inclusion in the National Health Insurance (NHI) system in Korea in 2019 using claims data from the Health Insurance Review & Assessment Service (HIRA).

Design

Retrospective analysis of NHI claims data.

Setting

Nationwide medical institutions, based on HIRA claims data from April 2019 to December 2021.

Participants

All patients who received at least one Chuna therapy session during the study period.

Primary and secondary outcome measures

Primary outcome: Annual trends in Chuna manual therapy claims. Secondary outcome: Patient demographics, therapy frequency, MSD diagnoses and concurrent therapies.

Results

A total of 12 729 625 Chuna therapy claims were analysed, showing a gradual annual increase in utilisation from 2019 to 2021. The most common age group was 45–54 years (22.3%), with female patients comprising a higher proportion (55.8%) than male patients.

Low back pain (M54.5), lumbar sprain and strain (S33.5) and cervicalgia (M54.2) were the most common diagnoses. Patients receiving Complex Chuna (50% co-payment) had more treatment sessions than those receiving Simple Chuna or Complex Chuna (80% co-payment), with spinal disorders such as spinal stenosis (M48.0) and intervertebral disc disorders (M51.1, M50.1) associated with higher treatment frequency. Acupuncture was the most common concurrent therapy (97.4%).

Conclusions

This study is the first to comprehensively analyse Chuna therapy utilisation using nationwide NHI claims data. The findings confirm that Chuna therapy is widely used for MSDs, particularly among middle-aged and elderly patients with spinal or muscle-related conditions. Patients with severe or chronic spinal diseases were more likely to receive frequent Chuna therapy sessions. These results provide insights into the utilisation patterns of Chuna therapy and highlight the need for further research to refine reimbursement policies based on disease severity and patient characteristics.

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