Alzheimer's disease (AD) remains a formidable challenge in modern healthcare, necessitating innovative approaches for its early detection and intervention. This study aimed to enhance the identification of individuals with mild cognitive impairment (MCI) at risk of developing AD. Leveraging advances in computational power and the extensive availability of healthcare data, we explored the potential of deep learning models for early prediction using medical claims data. We employed a bidirectional gated recurrent unit (BiGRU) deep learning model for predictive modeling of MCI progression across various prediction intervals, extending up to five years post-initial MCI diagnosis. The performance of the BiGRU model was rigorously compared with several machine-learning model baselines to evaluate its efficacy. Using a robust cross-validation methodology, the BiGRU emerged as the top-performing model, achieving an Area Under the Receiver Operating Characteristic Curve (AUC-ROC) of 0.833 (95% CI: 0.822, 0.843), an Area Under the Precision-Recall Curve (AUC-PR) of 0.856 (95% CI: 0.845, 0.867), and an F1-Score of 0.71 (95% CI: 0.694, 0.724) for a five-year prediction interval. The results indicate that BiGRU, utilizing longitudinal claims data, reliably predicts MCI-to-AD progression over a lengthy interval following the initial MCI diagnosis, offering clinicians a valuable tool for targeted risk identification and stratification.

OBJECTIVE: To investigate the association of various polycyclic aromatic hydrocarbon (PAH) metabolites with diverse subtypes of cardiovascular disease (CVD) risk. METHODS: A novel predicting risk of cardiovascular disease EVENTs PREVENT equation was used to estimate the 10-year diverse subtypes of CVD risk, and their associations with PAH metabolites were analyzed using multiple logistic regression models, the weighted quantile sum (WQS) model, the quantile g-computation (qgcomp) model, and a stratified analysis of subgroups. RESULTS: For this study, six thousand seven hundred and forty-five participants were selected, and significant positive associations were observed between PAHs, naphthalene (NAP), and fluorene (FLU), and the risks of total CVD, atherosclerotic cardiovascular disease (ASCVD), and heart failure (HF). NAP and FLU were the primary contributors to the effects of PAH mixtures, and their associations with total CVD, ASCVD, and HF risk were significant in younger participants (30 ≤ age < 50 years); however, the associations of phenanthrene (PHEN) with ASCVD, HF, coronary heart disease (CHD), and stroke were dominant in aging participants (age ≥ 50 years). Notably, pyrene (PYR) was negatively associated with the risk of ASCVD, HF, CHD, and stroke. Similarly, negative associations of PYR with the four CVD subtypes were noticeable in aging participants. CONCLUSION Different PAHs metabolites had different impacts on each CVD subtype among different age groups. Notably, the protective effects of PYR on ASCVD, HF, CHD, and stroke were noticeable in aging individuals.
Humans ; Cardiovascular Diseases/chemically induced* ; Middle Aged ; Polycyclic Aromatic Hydrocarbons/metabolism* ; Male ; Female ; Adult ; Aged ; Risk Factors ; China/epidemiology*

Objective:To investigate the effect of CT-derived fractional flow reserve (CT-FFR) measurement sites on the values and the diagnostic performance, and to determine the optimal measurement site for CT-FFR using invasive FFR as the reference standard.Methods:This study was part of the CT-FFR CHINA clinical trial. Patients with suspected coronary artery disease who were scheduled for invasive coronary angiography (ICA) were prospectively recruited from five clinical centers across the country from November 2018 to March 2020. Each enrolled patient underwent coronary CT angiography (CCTA), CT-FFR, ICA, and invasive pressure wire-based FFR assessments sequentially within one week. Four groups of CT-FFR values were obtained on each enrolled target vessels according to different CT-FFR measurement locations: 1, 2, 3 cm distal to the target lesion, and terminal vessel groups. Spearman and Bland-Altman analyses were used to explore the correlation and consistency of CT-FFR values and FFR values at different measurement sites. The measurement deviation of CT-FFR was also compared. Diagnostic accuracy and performance of CT-FFR, including sensitivity, specificity, positive predictive value, negative predictive value, and area under the receiver operating characteristic curve (AUC), in discriminating myocardial ischemia were analyzed across all measurement site groups on a per-vessel level, using FFR as the reference standard.Results:A total of 289 patients with 345 target lesion vessels were included. According to CCTA, there were 51 target vessels (14.8%) with<50% stenosis, 106 vessels (30.7%) with 50%-69% stenosis, and 188 vessels (54.5%) with stenosis≥70%. At per-vessel level, CT-FFR and FFR values at each measurement position group were highly positively correlated: 1 cm distal to target lesion group, r=0.734 ( P<0.001); 2 cm distal to target lesion group, r=0.732 ( P<0.001); 3 cm distal to target lesion group, r=0.737 ( P<0.001); terminal vessel group was 0.719 ( P<0.001). At per-vessel level, CT-FFR and FFR values of all measurement sites were in good agreement (Bland-Altman analysis results): 1 cm distal to target lesion group, 0.014 (95% LoA 0.002-0.026); 2 cm distal to target lesion group, 0.026 (95% LoA 0.015-0.038); 3 cm distal to target lesion group, 0.040 (95% LoA 0.039-0.051); terminal vessel group, 0.075 (95% LoA 0.064-0.087). And at per-vessel level, the accuracy of diagnosing myocardial ischemia with CT-FFR at 1 cm was highest [84.6% (95% CI 80.4%-88.3%)], and the lowest accuracy in the terminal vessel group [67.0% (95% CI 61.7%-72.0%)]. However, there was no significant difference in the diagnostic accuracy of CT-FFR at 1 cm, 2 cm [80.6% (95% CI 76.1%-84.6%)] and 3 cm [77.5% (95% CI 72.6%-81.7%)]. AUC of CT-FFR at 1 cm distal to the lesion were both highest for global level and moderately stenosis (50%-69%) lesions [0.85 (95% CI 0.81-0.89), 0.84 (95% CI 0.77-0.90)]. And the differences were statistically significant among the four measurement location groups (all P<0.05). Conclusions:The deviation of CT-FFR increases with measurement site distance distal to target lesions. One centimeter distal to the target lesion is the optimal measurement site, and the CT-FFR value here shows the highest diagnostic performance for myocardial ischemic lesions, especially for moderate stenosis.

Objective:To investigate the influential factors of lung function injury in occupational exposure workers in carbon industry.Methods:In January 2024, a judgment sampling method was employed, with 230 occupational exposure workers in the carbon industry as the study subjects. They were divided into abnormal group and normal group according to whether there was lung function injury in occupational health examination. The basic information of workers in carbon industry was collected by questionnaire, their lung function was measured, urine and blood samples were collected after work, and 1-hydroxypyrene, 1-hydroxynaphthalene and 2-hydroxynaphthalene concentrations and the percentage of DNA in the comet tail and Olive tail distance in peripheral blood lymphocytes were determined. The differences in indicators of lung function, urine and blood samples between the two groups were compared by Mann-Whitney test and t-test. The influencing factors of lung function injury were analyzed by logistic regression. Results:The forced vital capacity (FVC) %[88% (86%, 92%) ], forced expiratory volume in the first second (FEV 1) %[92% (88%, 95%) ] and FEV 1.0/FVC%[96% (91%, 102%) ] of occupational exposure workers in the carbon industry in the normal lung function group ( n=118) were significantly higher than those in the abnormal lung function group [ n=112, 83% (80%, 87%), 84% (80%, 88%), 86% (79%, 91%) ], the differences were statistically significant ( P<0.05). 1-Hydroxypyrene[9.28 (2.96, 25.94) μg/g], 1-hydroxynaphthalene[2.48 (1.47, 4.37) μg/g], percentage of DNA in the comet tail [11.83% (5.30%, 21.45%) ] and Olive tail distance [2.30 (0.82, 4.77) μm] in the abnormal lung function workers was significantly higher than those in the normal group[2.57 (1.17, 9.34) μg/g, 1.70 (0.94, 2.89) μg/g, 6.75% (2.55%, 12.60%), 1.25 (0.43, 2.34) μm], and the differences were statistically significant ( P<0.05). Logistic regression analysis showed that sex, working age, job type, percentage of comet tail DNA in peripheral blood, Olive tail distance and 1-hydroxypyrene were all factors influencing lung function injury in occupational exposure workers in carbon industry ( P<0.05) . Conclusion:The percentage of DNA in the comet tail, Olive tail distance in peripheral blood lymphocytes and 1-hydroxypyrene may be markers of lung function injury in workers exposed to carbon industry. Working age and job type are occupational factors affecting lung function injury. Occupational protection should be strengthened and a reasonable operating system should be established to ensure the health of occupational workers.

Objective To explore the impact of suture configuration and fixation type on the biome-chanical strength of rotator cuff repair,using a factorial design study.Methods Sixteen fresh-frozen porcine shoulder samples were randomized into an anchorless double-row suture bridge transosseous su-tures(DS)group,an anchored double-row suture bridge transosseous-equivalent(DE)group,an an-chorless X-BOX construct transosseous sutures(XS)group,and an anchored X-BOX construct transos-seous-equivalent(XE)group,each of four,according to suture configuration(double-row suture bridge,traditional X-BOX construct)and fixation type(suture anchors,transosseous sutures).Then,their fatigue resistance(first-cycle excursion,gap length difference ratio,and the percentage of ex-posed footprints)and the failure strength(the maximum failure load and the re-tear type)were mea-sured using a biomechanical material testing machine.Results Different suture configurations affected failure strength(F=39.559,P<0.001),with the double-row suture bridge groups(693.07±58.35 N,746.76±138.57 N)showing significantly higher failure strength,compared to the traditional X-BOX groups(462.90±18.91 N,421.43±90.76 N).However,the fixation type did not significantly im-pact failure strength(F=1.161,P=0.302).Moreover,the suture configuration influenced the gap differ-ence ratio(F=7.781,P=0.016),but had no significant correlation with other fatigue resistance indica-tors(P>0.05).Meanwhile,failure strength and fatigue resistance were not correlated with fixation type,and the interaction between suture and fixation type(P>0.05).The incidence of failure types for the four suture configurations was as follows:Type I tendon tear:XS>XE>DS=DE;type II tendon tear:DS>XE>XS=DE;fixing material-related failure:DE>DS=XE=XS.Conclusion The failure strength and gap formation ratio in rotator cuff repair under fatigue loading are influenced by suture configuration,whereas no significant association has been observed with respect to fixation method,whether using transosseous sutures or suture anchors.

Objective:To systematically evaluate the barriers for clinical nurses to implement enteral nutrition.Methods:Qualitative studies on barriers for clinical nurses to implement enteral nutrition were electronically retrieved from PubMed, Cochrane Library, CINAHL, PsycINFO, Embase, Web of Science, China National Knowledge Infrastructure, WanFang Data, and China Biology Medicine disc. The search period was from establishing of the database to January 15, 2024. The included literature was subjected to quality evaluation, and the aggregative synthesis method was used for Meta-synthesis.Results:A total of 11 articles were included, 30 results were extracted, and ten categories were summarized to form four integrated results, including individual factors (poor patient compliance, complex and diverse clinical conditions of patients, insufficient cognitive and executive abilities of nurses), evidence related factors (weak applicability of evidence, excessive evidence and recommendations related to enteral nutrition), organizational factors (lack of multidisciplinary team collaboration, lack of supervision from management departments, lack of enteral nutrition training), and resource-related factors (insufficient human resources, inadequate medical or infrastructure resources) .Conclusions:There are multiple barriers for clinical nurses to implement enteral nutrition. Clinical nurses should improve the nutritional knowledge of patients and their families, strengthen the training of clinical nurses on enteral nutrition, integrate clinical situations, continuously improve evidence, strengthen multidisciplinary collaboration, unify standards and regulations, strengthen organizational management, allocate resources reasonably to improve the decisions and practices of enteral nutrition management.

Objective To explore the impact of suture configuration and fixation type on the biome-chanical strength of rotator cuff repair,using a factorial design study.Methods Sixteen fresh-frozen porcine shoulder samples were randomized into an anchorless double-row suture bridge transosseous su-tures(DS)group,an anchored double-row suture bridge transosseous-equivalent(DE)group,an an-chorless X-BOX construct transosseous sutures(XS)group,and an anchored X-BOX construct transos-seous-equivalent(XE)group,each of four,according to suture configuration(double-row suture bridge,traditional X-BOX construct)and fixation type(suture anchors,transosseous sutures).Then,their fatigue resistance(first-cycle excursion,gap length difference ratio,and the percentage of ex-posed footprints)and the failure strength(the maximum failure load and the re-tear type)were mea-sured using a biomechanical material testing machine.Results Different suture configurations affected failure strength(F=39.559,P<0.001),with the double-row suture bridge groups(693.07±58.35 N,746.76±138.57 N)showing significantly higher failure strength,compared to the traditional X-BOX groups(462.90±18.91 N,421.43±90.76 N).However,the fixation type did not significantly im-pact failure strength(F=1.161,P=0.302).Moreover,the suture configuration influenced the gap differ-ence ratio(F=7.781,P=0.016),but had no significant correlation with other fatigue resistance indica-tors(P>0.05).Meanwhile,failure strength and fatigue resistance were not correlated with fixation type,and the interaction between suture and fixation type(P>0.05).The incidence of failure types for the four suture configurations was as follows:Type I tendon tear:XS>XE>DS=DE;type II tendon tear:DS>XE>XS=DE;fixing material-related failure:DE>DS=XE=XS.Conclusion The failure strength and gap formation ratio in rotator cuff repair under fatigue loading are influenced by suture configuration,whereas no significant association has been observed with respect to fixation method,whether using transosseous sutures or suture anchors.

Objective:To investigate the effect of CT-derived fractional flow reserve (CT-FFR) measurement sites on the values and the diagnostic performance, and to determine the optimal measurement site for CT-FFR using invasive FFR as the reference standard.Methods:This study was part of the CT-FFR CHINA clinical trial. Patients with suspected coronary artery disease who were scheduled for invasive coronary angiography (ICA) were prospectively recruited from five clinical centers across the country from November 2018 to March 2020. Each enrolled patient underwent coronary CT angiography (CCTA), CT-FFR, ICA, and invasive pressure wire-based FFR assessments sequentially within one week. Four groups of CT-FFR values were obtained on each enrolled target vessels according to different CT-FFR measurement locations: 1, 2, 3 cm distal to the target lesion, and terminal vessel groups. Spearman and Bland-Altman analyses were used to explore the correlation and consistency of CT-FFR values and FFR values at different measurement sites. The measurement deviation of CT-FFR was also compared. Diagnostic accuracy and performance of CT-FFR, including sensitivity, specificity, positive predictive value, negative predictive value, and area under the receiver operating characteristic curve (AUC), in discriminating myocardial ischemia were analyzed across all measurement site groups on a per-vessel level, using FFR as the reference standard.Results:A total of 289 patients with 345 target lesion vessels were included. According to CCTA, there were 51 target vessels (14.8%) with<50% stenosis, 106 vessels (30.7%) with 50%-69% stenosis, and 188 vessels (54.5%) with stenosis≥70%. At per-vessel level, CT-FFR and FFR values at each measurement position group were highly positively correlated: 1 cm distal to target lesion group, r=0.734 ( P<0.001); 2 cm distal to target lesion group, r=0.732 ( P<0.001); 3 cm distal to target lesion group, r=0.737 ( P<0.001); terminal vessel group was 0.719 ( P<0.001). At per-vessel level, CT-FFR and FFR values of all measurement sites were in good agreement (Bland-Altman analysis results): 1 cm distal to target lesion group, 0.014 (95% LoA 0.002-0.026); 2 cm distal to target lesion group, 0.026 (95% LoA 0.015-0.038); 3 cm distal to target lesion group, 0.040 (95% LoA 0.039-0.051); terminal vessel group, 0.075 (95% LoA 0.064-0.087). And at per-vessel level, the accuracy of diagnosing myocardial ischemia with CT-FFR at 1 cm was highest [84.6% (95% CI 80.4%-88.3%)], and the lowest accuracy in the terminal vessel group [67.0% (95% CI 61.7%-72.0%)]. However, there was no significant difference in the diagnostic accuracy of CT-FFR at 1 cm, 2 cm [80.6% (95% CI 76.1%-84.6%)] and 3 cm [77.5% (95% CI 72.6%-81.7%)]. AUC of CT-FFR at 1 cm distal to the lesion were both highest for global level and moderately stenosis (50%-69%) lesions [0.85 (95% CI 0.81-0.89), 0.84 (95% CI 0.77-0.90)]. And the differences were statistically significant among the four measurement location groups (all P<0.05). Conclusions:The deviation of CT-FFR increases with measurement site distance distal to target lesions. One centimeter distal to the target lesion is the optimal measurement site, and the CT-FFR value here shows the highest diagnostic performance for myocardial ischemic lesions, especially for moderate stenosis.

Objective:To systematically evaluate the barriers for clinical nurses to implement enteral nutrition.Methods:Qualitative studies on barriers for clinical nurses to implement enteral nutrition were electronically retrieved from PubMed, Cochrane Library, CINAHL, PsycINFO, Embase, Web of Science, China National Knowledge Infrastructure, WanFang Data, and China Biology Medicine disc. The search period was from establishing of the database to January 15, 2024. The included literature was subjected to quality evaluation, and the aggregative synthesis method was used for Meta-synthesis.Results:A total of 11 articles were included, 30 results were extracted, and ten categories were summarized to form four integrated results, including individual factors (poor patient compliance, complex and diverse clinical conditions of patients, insufficient cognitive and executive abilities of nurses), evidence related factors (weak applicability of evidence, excessive evidence and recommendations related to enteral nutrition), organizational factors (lack of multidisciplinary team collaboration, lack of supervision from management departments, lack of enteral nutrition training), and resource-related factors (insufficient human resources, inadequate medical or infrastructure resources) .Conclusions:There are multiple barriers for clinical nurses to implement enteral nutrition. Clinical nurses should improve the nutritional knowledge of patients and their families, strengthen the training of clinical nurses on enteral nutrition, integrate clinical situations, continuously improve evidence, strengthen multidisciplinary collaboration, unify standards and regulations, strengthen organizational management, allocate resources reasonably to improve the decisions and practices of enteral nutrition management.

Objective:To investigate the influential factors of lung function injury in occupational exposure workers in carbon industry.Methods:In January 2024, a judgment sampling method was employed, with 230 occupational exposure workers in the carbon industry as the study subjects. They were divided into abnormal group and normal group according to whether there was lung function injury in occupational health examination. The basic information of workers in carbon industry was collected by questionnaire, their lung function was measured, urine and blood samples were collected after work, and 1-hydroxypyrene, 1-hydroxynaphthalene and 2-hydroxynaphthalene concentrations and the percentage of DNA in the comet tail and Olive tail distance in peripheral blood lymphocytes were determined. The differences in indicators of lung function, urine and blood samples between the two groups were compared by Mann-Whitney test and t-test. The influencing factors of lung function injury were analyzed by logistic regression. Results:The forced vital capacity (FVC) %[88% (86%, 92%) ], forced expiratory volume in the first second (FEV 1) %[92% (88%, 95%) ] and FEV 1.0/FVC%[96% (91%, 102%) ] of occupational exposure workers in the carbon industry in the normal lung function group ( n=118) were significantly higher than those in the abnormal lung function group [ n=112, 83% (80%, 87%), 84% (80%, 88%), 86% (79%, 91%) ], the differences were statistically significant ( P<0.05). 1-Hydroxypyrene[9.28 (2.96, 25.94) μg/g], 1-hydroxynaphthalene[2.48 (1.47, 4.37) μg/g], percentage of DNA in the comet tail [11.83% (5.30%, 21.45%) ] and Olive tail distance [2.30 (0.82, 4.77) μm] in the abnormal lung function workers was significantly higher than those in the normal group[2.57 (1.17, 9.34) μg/g, 1.70 (0.94, 2.89) μg/g, 6.75% (2.55%, 12.60%), 1.25 (0.43, 2.34) μm], and the differences were statistically significant ( P<0.05). Logistic regression analysis showed that sex, working age, job type, percentage of comet tail DNA in peripheral blood, Olive tail distance and 1-hydroxypyrene were all factors influencing lung function injury in occupational exposure workers in carbon industry ( P<0.05) . Conclusion:The percentage of DNA in the comet tail, Olive tail distance in peripheral blood lymphocytes and 1-hydroxypyrene may be markers of lung function injury in workers exposed to carbon industry. Working age and job type are occupational factors affecting lung function injury. Occupational protection should be strengthened and a reasonable operating system should be established to ensure the health of occupational workers.