ObjectiveTo evaluate the quality differences in recommendations generated by large language models (LLM) and clinical practitioners for sarcopenia-related questions. MethodsA sarcopenia knowledge base was constructed based on the latest domestic and international research and consensus guidelines. Using the Python environment, a locally deployed and sarcopenia-focused hybrid vertical LLM (referred to as LC) was implemented via LangChain-LLM. Eight fixed questions covering etiology, diagnosis, and prevention were selected, along with eight virtual patient cases. The evaluation team assessed the quality of answers generated by LC and written by clinical practitioners. Quantitative analysis was performed on the precision, recall, and F1 scores (harmonic mean of precision and recall) of treatment recommendations. ResultsThe responses were generally perceived as "possibly written by humans or AI", with a stronger inclination toward being AI-generated, although the accuracy of such judgments was low. Regarding answer quality attributes, LC's responses were superior to those of clinical practitioners in guideline consistency (P<0.01), exhibited similar acceptability (P>0.05), showed better practicality (P<0.05), and had a lower proportion of "1–2 errors" (P<0.05). Quantitative analysis of treatment recommendations indicated that LC and GPT-4.0 outperformed clinical practitioners in recall and F1 scores (P<0.05), with minimal differences between LC and GPT-4.0. ConclusionThe locally deployed sarcopenia-focused hybrid vertical LLM demonstrates high accuracy and applicability in addressing sarcopenia-related issues, outperforming clinical practitioners and exhibiting strong clinical decision-support capabilities.
Senile sarcopenia has become a prominent problem affecting the normal life and self-care ability of the elderly. More attention to the research on senile sarcopenia is conducive to its prevention and treatment. This article states information details about the epidemiology, influencing factors and mechanism, clinical manifestations and diagnostic criteria, evaluation methods and rehabilitation therapy, so as to provide reference for research on elderly sarcopenia.
Sarcopenia is a syndrome associated with reduced strength, mass and function of skeletal muscles. Aging of gastric cancer patients, lack of nutritional intake, and pathological mechanisms of gastric cancer increase the likelihood of sarcopenia. Sarcopenia is associated with the development of gastric cancer and may be a risk factor for the formation of gastric cancer. Sarcopenia is closely related to the prognosis and treatment of gastric cancer. At present, the treatment of sarcopenia is still in the exploratory stage, and more research is needed to obtain better treatment plans and improve the quality of life of patients. This article reviews the research status of sarcopenia and gastric cancer in order to provide evidence for clinical research.
Objective To scoping review the risk prediction models for sarcopenia in China was conducted, and provide reference for scientific prevention and treatment of the disease and related research. Methods We systematically searched PubMed, Web of Science, Cochrane Library, Embase, China Knowledge Network, China Biomedical Literature Database, Wanfang Database, and Weipu Database for literature related to myasthenia gravis prediction models in China, with a time frame from the construction of the database to April 30, 2024 for the search. The risk of bias and applicability of the included literature were assessed, and information on the construction of myasthenia gravis risk prediction models, model predictors, model presentation form and performance were extracted. Results A total of 25 literatures were included, the prevalence of sarcopenia ranged from 12.16% to 54.17%, and the study population mainly included the elderly, the model construction methods were categorized into two types: logistic regression model and machine learning, and age, body mass index, and nutritional status were the three predictors that appeared most frequently. Conclusion Clinical caregivers should pay attention to the high-risk factors for the occurrence of sarcopenia, construct models with accurate predictive performance and high clinical utility with the help of visual model presentation, and design prospective, multicenter internal and external validation methods to continuously improve and optimize the models to achieve the best predictive effect.
Objective To review the research progress on the correlation between sarcopenia and osteoarthritis (OA). Methods The basic and clinical studies at home and abroad in recent years on sarcopenia and OA were extensively reviewed. The correlation between sarcopenia and OA was analyzed and summarized from five aspects: epidemiological status, risk factors, pathogenesis, clinical treatments, and the impact on joint arthroplasty. Results Sarcopenia and OA are common diseases in the elderly with high prevalence and can increase the ill risk of each other. They share a set of risk factors, and show negative interactive and influence on pathogenesis and clinical treatments, thus participating in each other’s disease process and reducing the treatment benefits. Clinical studies show that sarcopenia can affect the rehabilitation effect and increase the risk of postoperative complications after total joint arthroplasty in many ways. ConclusionCurrent research results show that sarcopenia and OA are related and can be mutually affected in the above 5 aspects, but more studies are needed to further clarify the relationship between them, so as to provide more theoretical basis for the understanding, prevention, diagnosis, and treatments of the two diseases.
Objective To investigate the impact of sarcopenia on effectiveness of lumbar decompression surgery in patients with lumbar spinal stenosis. Methods The clinical data of 50 patients with lumbar spinal stenosis who met the selection criteria between August 2017 and December 2020 were retrospectively analyzed. According to the diagnostic criteria of the European Working Group on Sarcopenia in Older People (EWGSOP), based on the calculation of the skeletal muscle index (SMI) at the L3 level, SMI<45.4 cm2/m2 (men) and SMI<34.4 cm2/m2 (women) were used as the diagnostic threshold, the patients were divided into sarcopenia group (25 cases) and non-sarcopenia group (25 cases). There was no significant difference in gender, age, disease duration, level of lumbar spinal stenosis, surgical fusion level, and comorbidity between the two groups (P>0.05); the body mass index in sarcopenia group was significantly lower than that in non-sarcopenia group (t=?3.198, P=0.002). Clinical data of the two groups were recorded and compared, including operation time, intraoperative blood loss, postoperative drainage volume, hospitalization stay, and complications. The visual analogue scale (VAS) scores of low back pain and sciatica and Oswestry disability index (ODI) scores were recorded preoperatively and at last follow-up. The effectiveness was evaluated according to modified MacNab standard. Results There was no significant difference between the two groups in terms of operation time, intraoperative blood loss, and postoperative drainage volume (P>0.05). However, the hospitalization stay in sarcopenia group was significantly longer than that in non-sarcopenia group (t=2.105, P=0.044). The patients were followed up 7-36 months (mean, 29.7 months). In sarcopenia group, 1 case of dural tear and cerebrospinal fluid leakage occurred during operation, as well as 1 case of internal fixator loosening during follow-up; 1 case of incision exudation and poor healing occurred in each of the two groups, and no adjacent segment degeneration and deep vein thrombosis of lower extremity occurred in the two groups during follow-up. There was no significant difference in the incidence of complications (12% vs. 4%) between the two groups (χ2=1.333, P=0.513). VAS scores in low back pain and sciatica as well as ODI scores in two groups significantly improved when compared with preoperative results at last follow-up (P<0.05). The differences of VAS scores in low back pain and ODI scores before and after operation in sarcopenia group were significantly lower than that in non-sarcopenia group (P<0.05). However, there was no significant difference of that in VAS scores of sciatica between the two groups (t=?1.494, P=0.144). According to the modified MacNab standard, the excellent and good rate of the sarcopenia group was 92%, and that of the non-sarcopenia group was 96%, showing no significant difference between the two groups (χ2=1.201, P=0.753). ConclusionPatients with sarcopenia and lumbar spinal stenosis may have longer postoperative recovery time, and the effectiveness is worse than that of non-sarcopenic patients. Therefore, for elderly patients with lumbar spine disease, it is suggested to improve preoperative assessment of sarcopenia, which can help to identify patients with sarcopenia at risk of poor surgical prognosis in advance, so as to provide rehabilitation guidance and nutritional intervention in the perioperative period.
Sarcopenia, characterized by the progressive loss of muscle mass and function, predominantly afflicts older adults. This condition is a notable risk factor for functional impairments, increased incidence of falls and fractures, and can escalate to mortality. Timely intervention is crucial to mitigate disability and minimize complications during hospitalization. The development of these guidelines adhered to an internationally recognized standard protocol. This involved framing clinical queries, pinpointing key outcomes, systematically gathering evidence, and appraising this evidence through the Grading of Recommendations, Assessment, Development, and Evaluation (GRADE) framework. Subsequently, a consortium of experts convened to deliberate over the evidence, culminating in the formulation of these recommendations.
Objective To investigate the prognostic value of sarcopenia in patients with early non-small cell lung cancer (NSCLC) after surgery and chemotherapy. Methods This study included 592 patients with early non-small cell lung cancer who received lung cancer resection from January 2014 to December 2015, and they were divided into two groups: 473 patients received surgery alone (the surgery group), 119 patients received chemotherapy after surgery (the postoperative chemotherapy group), and the two groups were divided into sarcopenia group and non-sarcopenia group. General clinical data, laboratory data, and imaging data of these patients were compared. Results The median follow-up time of 592 patients was 69.1 months [95% confidential interval (CI) 64.9 - 78.2], and 110 patients were with sarcopenia (18.6%). Multivariate analysis showed that sarcopenia was an independent adverse prognostic factor in the surgery group [hazard ratio (HR) 6.56; 95%CI 1.86 to 14.78; P=0.01]. For patients undergoing postoperative chemotherapy, skeletal muscle mass index was reduced after chemotherapy, and sarcopenia was an independent predictor of poor prognosis (HR 5.77; 95%CI 0.96 to 20.60; P<0.05). Conclusions Sarcopenia is an independent poor prognostic factor for patients with early NSCLC undergoing surgery and postoperative chemotherapy. Assessment of sarcopenia before surgery and postoperative chemotherapy is helpful to improve the prognosis of patients with early NSCLC.
ObjectiveTo explore the changes of serum irisin in maintenance hemodialysis (MHD) patients with sarcopenia.MethodsFrom January to June 2019, 56 MHD patients from Shanxi Provincial People’s Hospital were selected. Judging by the results of body composition analyzer, the MHD patients were divided into the sarcopenia group (n=31) and the non-sarcopenia group (n=25). The serum irisin level was detected by enzyme-linked immunosorbent assay. The muscle cross-sectional area at the third lumbar level was measured by CT. SPSS 21.0 software was used for inter-group comparison, correlation analysis, and regression analysis.ResultsThe serum irisin concentration in the sarcopenia group was lower than that in the non-sarcopenia group [medium (lower quartile, upper quartile): 175.46 (126.00, 220.52) vs. 459.10 (233.83, 616.91) pg/mL; Z=?4.195, P<0.001]. The results of Spearman correlation analysis showed that serum irisin level was positively correlated with lean tissue index (rs=0.265, P=0.048), however negatively correlated with serum creatinine level (rs=?0.311, P=0.020). The results of logistic regression analysis showed that serum irisin level [odds ratio (OR)=0.957, 95% confidence interval (CI) (0.925, 0.990), P=0.012], walking speed [OR=0.000, 95%CI (0.000, 0.050), P=0.031], and grip strength [OR=0.658, 95%CI (0.434, 0.997), P=0.048] were protective factors of sarcopenia in MHD patients.ConclusionsThe level of circulating irisin in MHD patients with sarcopenia is lower than that in MHD patients without sarcopenia. Irisin is a protective factor of sarcopenia in MHD patients.
Sarcopenia has the characteristics of high morbidity and mortality, which seriously affects the quality of life of patients. Continuity of care, as an emerging nursing model in recent years, aims to improve self-care abilities of patients and their families, which can effectively reduce the rate of rehospitalization, and improve the quality of life of patients. This article starts with psychological intervention, nutrition guidance, patient exercise and medication guidance, and explores the application of continuity of care in patients with end-stage renal disease complicated with sarcopenia, analyzes the application of continuity of care in patients with end-stage renal diseases, and describes the implementation content and form of continuity of care, aiming to help its further promotion in clinic.