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1.
Front Neurol ; 15: 1386728, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38784909

RESUMO

Acuity assessments are vital for timely interventions and fair resource allocation in critical care settings. Conventional acuity scoring systems heavily depend on subjective patient assessments, leaving room for implicit bias and errors. These assessments are often manual, time-consuming, intermittent, and challenging to interpret accurately, especially for healthcare providers. This risk of bias and error is likely most pronounced in time-constrained and high-stakes environments, such as critical care settings. Furthermore, such scores do not incorporate other information, such as patients' mobility level, which can indicate recovery or deterioration in the intensive care unit (ICU), especially at a granular level. We hypothesized that wearable sensor data could assist in assessing patient acuity granularly, especially in conjunction with clinical data from electronic health records (EHR). In this prospective study, we evaluated the impact of integrating mobility data collected from wrist-worn accelerometers with clinical data obtained from EHR for estimating acuity. Accelerometry data were collected from 87 patients wearing accelerometers on their wrists in an academic hospital setting. The data was evaluated using five deep neural network models: VGG, ResNet, MobileNet, SqueezeNet, and a custom Transformer network. These models outperformed a rule-based clinical score (Sequential Organ Failure Assessment, SOFA) used as a baseline when predicting acuity state (for ground truth we labeled as unstable patients if they needed life-supporting therapies, and as stable otherwise), particularly regarding the precision, sensitivity, and F1 score. The results demonstrate that integrating accelerometer data with demographics and clinical variables improves predictive performance compared to traditional scoring systems in healthcare. Deep learning models consistently outperformed the SOFA score baseline across various scenarios, showing notable enhancements in metrics such as the area under the receiver operating characteristic (ROC) Curve (AUC), precision, sensitivity, specificity, and F1 score. The most comprehensive scenario, leveraging accelerometer, demographics, and clinical data, achieved the highest AUC of 0.73, compared to 0.53 when using SOFA score as the baseline, with significant improvements in precision (0.80 vs. 0.23), specificity (0.79 vs. 0.73), and F1 score (0.77 vs. 0.66). This study demonstrates a novel approach beyond the simplistic differentiation between stable and unstable conditions. By incorporating mobility and comprehensive patient information, we distinguish between these states in critically ill patients and capture essential nuances in physiology and functional status. Unlike rudimentary definitions, such as equating low blood pressure with instability, our methodology delves deeper, offering a more holistic understanding and potentially valuable insights for acuity assessment.

2.
J Public Health Dent ; 2024 Apr 29.
Artigo em Inglês | MEDLINE | ID: mdl-38684426

RESUMO

OBJECTIVES: To evaluate parent knowledge and belief changes following the MySmileBuddy (MSB) early childhood caries (ECC) intervention. METHODS: Pre- and post-intervention surveys were completed by 669 parents of children with visually-evident ECC from among 977 participants in a 6-12-month pragmatic community-based caries management trial administered by community health workers (CHWs). Six domains of knowledge about caries and motivating and facilitating determinants were assessed via 26 survey items. Principal components analysis and reliability testing reduced dataset dimensionality. Parent and CHW characteristics were analyzed as potential moderators. Paired T-tests measured pre-to-post-intervention changes. Generalized estimating equations accounted for within-participant correlation with significance set at p < 0.05. RESULTS: Twenty items consolidated into five factors (saliva, hygiene, diet, seriousness/susceptibility, and outcome expectations). Six additional items were evaluated individually. Positive post-intervention changes (p < 0.0001) were observed across all factors and all but one individual item (tooth decay is very common). Greatest knowledge increases related to caries as a bacterial disease in two measures, the saliva factor and a single caries belief item tooth decay is an infectious disease (0.59 unit increase, 95% CI [0.55, 0.64] and 0.46 unit increase, 95% CI [0.4, 0.51], respectively), and in the value of fluoridated water over bottled (0.46 unit increase, 95% CI [0.39-0.53]). Most parents improved knowledge of ECC salivary (72%) and dietary risks (57%), and preventative hygiene behaviors (59%). CONCLUSIONS: MSB enhanced knowledge and beliefs about caries and confirmed hypothesized mediators of behavior change among parents of high-risk children. Engaging peer-like CHW interventionists may have moderated intervention effects, warranting further exploration.

3.
Am J Ophthalmol ; 262: 237-245, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38452920

RESUMO

PURPOSE: To investigate the relationship between effective lens position (ELP) and patient characteristics, and to further develop a new intraocular lens (IOL) calculation formula for cataract patients with previous pars plana vitrectomy (PPV). DESIGN: Cross-sectional study. METHODS: A total of 2793 age-related cataract patients (group 1) and 915 post-PPV cataract patients (group 2) who underwent phacoemulsification with IOL implantation were included. The ELP of 2 groups was compared and the association between ELP and patient characteristics was further evaluated using standardized multivariate regression coefficients. An ensemble artificial intelligence-based ELP prediction model was developed using a training set of 810 vitrectomized eyes, and a thick-lens IOL formula (LISA-PPV) was constructed and compared with 7 existing formulas on an external multi-center testing set of 105 eyes. RESULTS: Compared to eyes with age-related cataract, vitrectomized eyes showed a similar ELP distribution (P = .19), but different standardized coefficients of preoperative biometry for ELP. The standardized coefficients also varied with the type of vitreous tamponade, history of scleral buckling, and ciliary sulcus IOL implantation. The LISA-PPV formula showed the lowest mean and median absolute prediction error (MAE: 0.63 D; MedAE: 0.44 D), and the highest percentages of eyes within ±0.5 D of prediction error (57.14%) in the testing dataset. CONCLUSIONS: The ELP prediction required optimization specifically for vitrectomized eyes based on their biometric and surgical characteristics. The LISA-PPV formula is a useful and accurate tool for determining IOL power in cataract patients with previous PPV (available at http://ppv-iolcalculator.com/).


Assuntos
Inteligência Artificial , Biometria , Implante de Lente Intraocular , Lentes Intraoculares , Óptica e Fotônica , Facoemulsificação , Vitrectomia , Humanos , Estudos Transversais , Masculino , Feminino , Idoso , Vitrectomia/métodos , Biometria/métodos , Pessoa de Meia-Idade , Acuidade Visual/fisiologia , Idoso de 80 Anos ou mais , Refração Ocular/fisiologia , Catarata/fisiopatologia , Catarata/complicações , Estudos Retrospectivos
4.
Iran J Kidney Dis ; 1(1): 45-55, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38308550

RESUMO

\Introduction. There is a dispute regarding the roles of newly discovered lncRNAs in acute kidney injury (AKI). Therefore, this study discussed long non-coding RNA (lncRNA) small nuclear host gene 12 (SNHG12) in AKI and its molecular mechanism. METHODS: Lipopolysaccharide (LPS) induction was treated into renal tubular epithelial cells (HK-2 cells) to induce septic AKI in vitro. In the cell model, SNHG12, miR-1270, and tubulin beta class I (TUBB) expression patterns, along with p-p65, cleaved caspase-3, Beclin-1, p62, and autophagy related 7 (ATG7) protein expressions, were determined by reverse transcription quantitative real-time polymerase chain reaction (RT-qPCR) and Western blot. Cell viability was evaluated by cell counting kit-8 (CCK-8) and lactate dehydrogenase (LDH) cytotoxicity assay, while apoptosis and inflammation were assessed by flow cytometry and enzymelinked immunosorbent assay (ELISA), respectively. At last, the mechanistic interaction between SNHG12, miR-1270, and TUBB was identified. RESULTS: SNHG12 was highly expressed in LPS-induced HK-2 cells. Functionally, knocking down SNHG12 increased cell viability and autophagy, while inhibited LDH release, inflammation, and apoptosis. Mechanically, SNHG12 absorbed miR-1270 to upregulate TUBB expression, thereby aggravating inflammation, apoptosis, and inhibiting autophagy in AKI. CONCLUSION: SNHG12 promotes inflammation, apoptosis, and autophagy by targeting the miR-1270/TUBB axis in AKI.  DOI: 10.52547/ijkd.7903.


Assuntos
Injúria Renal Aguda , Apoptose , Autofagia , MicroRNAs , RNA Longo não Codificante , Humanos , Injúria Renal Aguda/metabolismo , Injúria Renal Aguda/patologia , Apoptose/genética , Autofagia/genética , Inflamação/genética , Lipopolissacarídeos , MicroRNAs/genética , RNA Longo não Codificante/genética , RNA Longo não Codificante/metabolismo
5.
Acta Ophthalmol ; 2024 Feb 09.
Artigo em Inglês | MEDLINE | ID: mdl-38334238

RESUMO

PURPOSE: To evaluate the performance of intraocular lens (IOL) calculation formulas and the effect of anterior chamber depth (ACD), axial length (AL) and lens thickness (LT) on the prediction accuracy in shallow ACD eyes. METHODS: This retrospective, consecutive case-series study included 648 eyes of 648 patients with an ACD < 3.0 mm who underwent phacoemulsification and IOL implantation. Eleven formulas were evaluated: Barrett Universal II (BUII), Emmetropia Verifying Optical (EVO) 2.0, Hill-Radial Basis Function (RBF) 3.0, Hoffer QST, Kane, Olsen, Pearl-DGS and traditional formulas (Haigis, Hoffer Q, Holladay 1 and SRK/T). Subgroup analysis was performed based on ACD, AL and LT. RESULTS: Overall, the Hoffer QST and Kane showed no systematic bias. The Kane, EVO 2.0, Hill-RBF 3.0 and Hoffer QST had relatively lower mean absolute error and higher percentages of prediction error within ±0.5 D. For the ACD of 2.5-3.0 mm and AL < 22.0 mm subgroup, the Pearl-DGS exhibited the lowest MAE (0.45 D) and MedAE (0.41 D). Most formulas had a significant myopic bias (-0.43 to -0.18 D, p < 0.05) in the LT < 4.3 mm subgroup and a significant hyperopic bias (0.09-0.29 D, p < 0.05) in the LT ≥ 5.1 mm subgroup. CONCLUSION: The Kane and Hoffer QST were recommended for shallow ACD eyes. In eyes with an ACD between 2.5 and 3.0 mm and a short AL, the Pearl-DGS showed excellent performance. Clinicians need to fine-tune the target refraction according to LT in shallow ACD eyes.

6.
Asia Pac J Ophthalmol (Phila) ; 13(1): 100001, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38383078

RESUMO

PURPOSE: To investigate the between-eye differences of the crystalline lens in subjects with unilateral high myopia and assess its contribution to the interocular refractive error disparity. METHODS: Children and adolescents with unilateral high myopia, defined as cycloplegic spherical equivalent (SE) ≤ -5D in one eye and ≥ -3D in the other eye, were recruited. Ocular biometric parameters, including axial length (AL) and lens thickness (LT), were measured by IOLMaster 700. Other lens-related parameters, including anterior lens radius of curvature (ALR) and posterior lens radius of curvature (PLR), were measured by CASIA2 swept-source optical coherence tomography. Lens power (LP) was calculated using Bennett's formula. Paired t-test was used to assess the between-eye difference in biometric parameters, and multiple regression analysis was used to assess factors associated with the between-eye SE difference. RESULTS: Ninety-one participants (6-18 years of age; 52.75% girls) were included. The highly myopic eyes showed significantly lower LP (P < 0.001) and smaller ALR (P < 0.001) than the contralateral eyes, while no significant difference was found in central LT. In both eyes, ALR was significantly related to SE (P = 0.001 and P = 0.006, respectively); while LT was not associated with SE (P = 0.051 and P = 0.052, respectively). Paired-eye analysis showed that the between-eye difference in ALR was the only lenticular parameter significantly associated with the between-eye difference in SE (P = 0.005). CONCLUSION: In highly myopic eyes, the crystalline lens reduced total power but morphologically changed to a more curved shape without significant lens thinning, suggesting that the LP loss is mainly achieved by reducing its internal power in high myopes.


Assuntos
Cristalino , Miopia , Erros de Refração , Criança , Feminino , Humanos , Adolescente , Masculino , Olho , Miopia/complicações , Refração Ocular , Erros de Refração/complicações , Comprimento Axial do Olho
7.
Graefes Arch Clin Exp Ophthalmol ; 262(6): 1829-1838, 2024 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-38197993

RESUMO

PURPOSE: To investigate the effect of posterior keratometry (PK) on the accuracy of 10 intraocular lens (IOL) power calculation formulas using standard keratometry (K) and total keratometry (TK). METHODS: This is a retrospective consecutive case-series study. The IOL power was calculated using K and TK measured by IOLMaster 700 in 6 new-generation formulas (Barrett Universal II, Emmetropia Verifying Optical (EVO) 2.0, RBF Calculator 3.0, Hoffer QST, Kane, and Ladas Super Formula) and 4 traditional formulas (Haigis, Hoffer Q, Holladay 1, and SRK/T). The arithmetic prediction error (PE) and mean absolute PE (MAE) were evaluated. The locally-weighted scatterplot smoothing was performed to assess the relationship between PE and PK. RESULTS: A total of 576 patients (576 eyes) who underwent cataract surgery were included. Compared with using K, all formulas using TK showed a hyperopic shift in the whole group. Specifically, for eyes with PK exceeding -5.90 D, all formulas using TK exhibited a hyperopic shift (all P < 0.001), while eyes with PK less than -5.90 D showed a myopic shift (all P < 0.001). The MAE of new-generation formulas calculated with TK and K showed no statistical differences, while the MAE of traditional formulas with TK was larger (TK: 0.34 ~ 0.43 D; K: 0.33 ~ 0.42 D, all P < 0.05). CONCLUSIONS: The prediction bias of formulas with TK increased as PK deviated from -5.90 D. TK did not improve the prediction accuracy of new-generation formulas, and even performed worse in traditional formulas.


Assuntos
Biometria , Córnea , Lentes Intraoculares , Óptica e Fotônica , Refração Ocular , Humanos , Estudos Retrospectivos , Refração Ocular/fisiologia , Feminino , Masculino , Biometria/métodos , Idoso , Córnea/diagnóstico por imagem , Reprodutibilidade dos Testes , Pessoa de Meia-Idade , Acuidade Visual/fisiologia , Facoemulsificação/métodos , Idoso de 80 Anos ou mais , Seguimentos , Implante de Lente Intraocular/métodos
8.
Acta Ophthalmol ; 2024 Jan 18.
Artigo em Inglês | MEDLINE | ID: mdl-38235601

RESUMO

PURPOSE: To determine whether correcting the axial length (AL) measurement error of the IOLMaster 700 could improve the refractive prediction accuracy in silicone oil-filled eyes. METHODS: This study included 265 cataract patients (265 eyes) with silicone oil tamponade who were scheduled for phacoemulsification with intraocular lens (IOL) implantation. The performances of various formulas, including Barrett Universal II, Emmetropia Verifying Optical, Hoffer-QST, Kane, Ladas Super Formula, Pearl-DGS, Radial Basis Function and traditional formulas (Haigis, Hoffer Q, Holladay 1 and SRK/T), were evaluated. The refractive prediction errors (PE) calculated with measured AL (ALmeas ) and corrected AL with silicone oil adjustment (SOAL ) were compared. Subgroup analysis was performed based on the ALmeas (<23 mm; 23-26 mm; ≥26 mm). RESULTS: Using SOAL significantly reduced the hyperopic PE of formulas when compared to ALmeas (-0.05 to 0.17 D vs 0.15 to 0.38 D, p < 0.001). After applying AL correction, all formulas showed a lower mean absolute PE (0.47-0.57 D vs 0.50-0.69 D). The percentage of eyes within ±1.0 D of PE increased from 84.91%-88.68% to 89.81%-91.32% for new formulas and from 78.11%-83.40% to 85.66%-88.68% for traditional formulas, with the use of SOAL . Subgroup analysis showed that the majority of formulas with SOAL in prediction accuracy for eyes with an AL ≥26 mm (p < 0.05). CONCLUSIONS: The refractive prediction accuracy in silicone oil-filled eyes was improved by correcting the AL measurement error of the IOLMaster 700, especially for long eyes.

9.
Int J Biol Macromol ; 255: 128187, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-37977467

RESUMO

A combination of multiple methods can greatly intensify the removal efficiency of hazardous substances. Herein, the synergistic utilization of adsorption and catalysis achieved for the highly efficient removal of hexavalent chromium (Cr6+). A paper-based palladium nanoparticles/UiO-66-NH2 (PdNPs/UiO-66-NH2/LP) composite catalyst was prepared using lignocellulose paper-based material (LP) for the loading of UiO-66-NH2 MOFs materials, with the lignin in LP as the reducer for the in-situ synthesis of PdNPs (12.3 nm) on UiO-66-NH2 MOF materials. Lignocellulose paper-based materials with high strength (82 N·m/g) realized low-cost and environmentally friendly preparation and guaranteed the practicability of PdNPs/UiO-66-NH2/LP composite catalyst. The prepared PdNPs/UiO-66-NH2/LP achieved high-efficiency catalytic activity for hazardous Cr6+ removal through a constructed adsorption-catalytic synergistic system, in which the removal efficiency of Cr6+ in 10 min was increased by 2 times compared with a composite catalyst without MOFs loading. Finally, the PdNPs/UiO-66-NH2/LP composite catalyst demonstrated the great efficiency and practicality of water pollution treatment through synergistic adsorption enrichment and catalytic reduction.


Assuntos
Nanopartículas Metálicas , Compostos Organometálicos , Paládio , Adsorção , Lignina , Cromo , Catálise
10.
ACS Appl Mater Interfaces ; 16(1): 869-877, 2024 Jan 10.
Artigo em Inglês | MEDLINE | ID: mdl-38146177

RESUMO

Hybrid solid electrolyte (HSE) exhibits potential as a solid electrolyte due to its satisfactory Li+ conductivity, superior flexibility, and optimal interface compatibility. However, the inadequate wettability of the Li/HSE interface leads to significant contact impedance, thus fostering the formation of Li dendrites and limiting their practical applicability. Here, a straightforward strategy to enhance the interfacial wettability between Li and HSE and promote the uniform migration of Li+ by in situ construction of a multifunctional interface consisting of Li3P/LiCl (PCl@Li) was created. The Li3P component acts as a Li+ channel, banishing Li+ diffusion obstacles within the interface layer, while the electronically insulating LiCl component acts as an electron-blocking shield at the Li/HSE interface, promoting uniform Li+ deposition and preventing the formation of Li dendrites. The interface impedance of the symmetric PCl@Li|HSE|PCl@Li battery decreases markedly from 230.2 to 47.4 Ω cm-2. Additionally, the battery demonstrates superb cycling stability for over 1300 h at 0.1 mA cm-2 and maintains a minimal overpotential of 32 mV at 30 °C. The PCl@Li|HSE|LiFePO4 battery shows an initial discharge-specific capacity of 135.6 mA h g-1 at 1 C, with a notable capacity retention of 87.0% (118.0 mA h g-1) after 500 cycles. This work provides a new facile strategy for all-solid-state batteries to address interface issues between Li electrodes and HSE.

11.
J Refract Surg ; 39(12): 850-855, 2023 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-38063827

RESUMO

PURPOSE: To investigate the proportion of patients with predicted refractive astigmatism (PRA) of 0.75 diopters (D) or greater and associated risk factors among cataract surgery candidates with low corneal astigmatism. METHODS: A retrospective cross-sectional study was conducted in Zhongshan Ophthalmic Center, Guangzhou, China. Patients with cataract who had preoperative simulated keratometric astigmatism of less than 0.75 D were recruited. The PRA was calculated by Barrett toric calculator using posterior corneal astigmatism (PCA) measured by the IOLMaster 700 (Carl Zeiss Meditec AG) and corneal surgically induced astigmatism (SIA). Two corneal incision locations (temporal [0°/180°], 135° incision) and varying magnitudes (0.10 to 0.60 D) were considered for SIA. Multiple logistic regression analysis was used to explore risk factors associated with PRA of 0.75 D or greater and build predictive model. Sensitivity analysis was performed using PRA threshold of 0.50 D. RESULTS: A total of 1,750 eyes from 1,750 patients were included (mean age: 60.14 ± 13.24 years, 42.91% male, 1,010 right eyes and 740 left eyes). The 135° incision (odds ratio [OR]: 17.86) and against-the-rule (ATR) astigmatism (OR: 37.55) are the major risk factors for PRA of 0.75 D or greater. Higher simulated keratometric astigmatism (OR: 2.03), larger PCA (OR: 1.64), and surgically induced astigmatism (OR: 1.29) also significantly increased the risk of PRA of 0.75 D or greater. Nomogram model were constructed with an area under curve of 0.90. CONCLUSIONS: For patients with corneal astigmatism of less than 0.75 D, temporal incision and measured PCA is preferred. Those patients with ATR astigmatism should be considered for astigmatism correction when using a 135° incision. [J Refract Surg. 2023;39(12):850-855.].


Assuntos
Astigmatismo , Catarata , Doenças da Córnea , Facoemulsificação , Ferida Cirúrgica , Humanos , Masculino , Pessoa de Meia-Idade , Idoso , Feminino , Astigmatismo/cirurgia , Implante de Lente Intraocular/efeitos adversos , Estudos Retrospectivos , Estudos Transversais , Facoemulsificação/efeitos adversos , Córnea/cirurgia , Catarata/complicações , Doenças da Córnea/etiologia , Topografia da Córnea
12.
Front Immunol ; 14: 1282176, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-38143746

RESUMO

As one of the deadliest cancers of the gastrointestinal tract, there has been limited improvement in long-term survival rates for gastric cancer (GC) in recent decades. The poor prognosis is attributed to difficulties in early detection, minimal opportunity for radical resection and resistance to chemotherapy and radiation. Macrophages are among the most abundant infiltrating immune cells in the GC stroma. These cells engage in crosstalk with cancer cells, adipocytes and other stromal cells to regulate metabolic, inflammatory and immune status, generating an immunosuppressive tumour microenvironment (TME) and ultimately promoting tumour initiation and progression. In this review, we summarise recent advances in our understanding of the origin of macrophages and their types and polarisation in cancer and provide an overview of the role of macrophages in GC carcinogenesis and development and their interaction with the GC immune microenvironment and flora. In addition, we explore the role of macrophages in preclinical and clinical trials on drug resistance and in treatment of GC to assess their potential therapeutic value in this disease.


Assuntos
Neoplasias Gástricas , Humanos , Macrófagos , Células Estromais/patologia , Microambiente Tumoral
13.
Acta Ophthalmol ; 2023 Oct 13.
Artigo em Inglês | MEDLINE | ID: mdl-37830172

RESUMO

PURPOSE: Uveitis is one of the ocular manifestations of inflammatory bowel disease (IBD) that is often overlooked and has been considered a sign of severe IBD. As typical subtypes of IBD, differences exist in the prevalence of uveitis between Crohn's disease (CD) and ulcerative colitis (UC). Our study systematically assessed differences in the prevalence of uveitis between CD and UC. METHODS: The Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines were used. We performed a systematic review of published literature from PubMed and Embase on 30 March 2022. Two investigators independently selected studies, extracted data and evaluated methodological quality. Either a fixed- or a random-effects model was used to calculate the risk ratio (RR), odds ratio (OR) and 95% confidence interval (95% CI) depending on the heterogeneity of studies. Sensitivity analysis was used to examine the heterogeneity by removing article by article, while subgroup analysis was conducted in accordance with various regions. RESULTS: Our study included data from 14 studies encompassing 115 854 participants. The prevalence of uveitis in IBD was estimated to be 2.38% (95% CI 1.60%-3.17%). The prevalence of uveitis in CD (3.27%, 95% CI 2.15%-4.39%) was significantly higher than in UC (1.60%, 95% CI 0.93%-2.27%; RR 1.76, 95% CI 1.39-2.22, p < 0.05). In subgroup analysis, a higher incidence of CD combined with uveitis was also observed in IBD patients residing in Europe (RR 1.75, 95% CI 1.37-2.24). CONCLUSIONS: Data from 115 854 IBD patients showed that CD patients were more likely to suffer from uveitis than UC patients. Ocular manifestations in IBD, particularly CD, warrant greater attention.

14.
Res Sq ; 2023 Oct 09.
Artigo em Inglês | MEDLINE | ID: mdl-37886534

RESUMO

The clock drawing test (CDT) is a neuropsychological assessment tool to evaluate a patient's cognitive ability. In this study, we developed a Fair and Interpretable Representation of Clock drawing tests (FaIRClocks) to evaluate and mitigate bias against people with lower education while predicting their cognitive status. We represented clock drawings with a 10-dimensional latent embedding using Relevance Factor Variational Autoencoder (RF-VAE) network pretrained on publicly available clock drawings from the National Health and Aging Trends Study (NHATS) dataset. These embeddings were later fine-tuned for predicting three cognitive scores: the Mini-Mental State Examination (MMSE) total score, attention composite z-score (ATT-C), and memory composite z-score (MEM-C). The classifiers were initially tested to see their relative performance in patients with low education (<= 8 years) versus patients with higher education (> 8 years). Results indicated that the initial unweighted classifiers confounded lower education with cognitive impairment, resulting in a 100% type I error rate for this group. Thereby, the samples were re-weighted using multiple fairness metrics to achieve balanced performance. In summary, we report the FaIRClocks model, which a) can identify attention and memory deficits using clock drawings and b) exhibits identical performance between people with higher and lower education levels.

15.
Transl Vis Sci Technol ; 12(9): 16, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37738056

RESUMO

Purpose: To identify risk factors of ocular anterior segment measurement error by the IOLMaster 700 in eyes implanted with an implantable Collamer lens (ICL). Methods: In total, 152 patients with clear lens (152 eyes, group 1) and another 32 cataract patients (57 eyes, group 2) who underwent ICL implantation were included, and the presence of measurement error by the IOLMaster 700 was determined based on B-scan images. The risk factors for measurement error were evaluated by logistic regression, and the optimal threshold was determined using receiver operating characteristic analysis. Results: The ICL was misidentified as the anterior surface of the crystalline lens in 51.97% of eyes (79/152) in group 1 and 80.70% of eyes (46/57) in group 2. For every 100-µm decrease in the vault height, a 3.57- and 5.78-fold increase in the risk of measurement error was observed in group 1 and group 2, respectively. We identified an optimal threshold of the vault height at 389.47 µm for predicting biometric measurement error in eyes implanted with ICL, which showed an area under the curve of 0.93 (95% confidence interval, 0.90-0.97), a sensitivity of 0.87, and a specificity of 0.86. Conclusions: Patients with ICL implantation, particularly those with a vault height less than 389.47 µm, are at a greater risk of anterior segment biometric measurement error by the IOLMaster 700. Translational Relevance: The threshold of vault height can help to identify high-risk patients and further optimize biometric measurement.


Assuntos
Catarata , Lentes Intraoculares Fácicas , Humanos , Olho
16.
JAMA Pediatr ; 177(11): 1141-1148, 2023 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-37721735

RESUMO

Importance: The beneficial effects of increasing outdoor physical activity time on children's myopia onset and physical well-being are widely acknowledged. However, in countries with competitive educational systems, such as China, parents and school administrators may be relatively reluctant to increase the extracurricular physical activity time for children due to concerns that this action will compromise children's academic performance. Objective: To investigate whether additional extracurricular physical activity time after school compromises the academic performance of schoolchildren. Design, Setting, and Participants: This cluster randomized clinical trial was conducted from October 2020 to June 2021 in Yudu, Jiangxi, China. Eligible children in grades 3 and 4 from 24 elementary schools were randomized to the intervention or control group. Primary analysis was conducted in the full sample using the intention-to-treat principle. Interventions: The intervention group received 2 hours of after-school physical activity time outdoors on school days. The control group was free to arrange their after-school activity. Main Outcomes and Measures: The primary outcome was the between-group mean difference in mathematics test scores at the end of 1 academic year, with a noninferiority margin of -3.3 points. Standardized mathematics tests, physical fitness assessments (in reference to the 2018 National Physical Fitness Survey Monitoring Programme in China), and cycloplegic autorefraction were performed at baseline and the end of 1 academic year. Myopia was defined as a cycloplegic spherical equivalent refraction of -0.5 diopters or less in either eye. Results: A total of 2032 children (mean [SD] age, 9.22 [0.62] years; 1040 girls [51.2%]) from 24 schools were randomized to the intervention group (12 schools; 1012 children) or control group (12 schools; 1020 children). The mean (SD) mathematics score at the end of 1 academic year was 78.01 (17.56) points in the intervention group and 77.70 (17.29) points in the control group. The adjusted between-group mean difference was 0.65 points (95% CI, -2.85 to 4.15). The adjusted between-group mean difference in physical fitness score was 4.95 points (95% CI, 3.56-6.34; P < .001) and -1.90% (95% CI, -18.72% to 14.91%; P > .99) in myopia incidence. Conclusions and Relevance: Results of this trial indicate that, compared with the control practice of free play after school, adding 2 hours of extracurricular physical activity outdoors after school was noninferior in academic performance and had superior efficacy in improving physical fitness. Trial Registration: ClinicalTrials.gov Identifier: NCT04587765.


Assuntos
Desempenho Acadêmico , Miopia , Criança , Feminino , Humanos , Midriáticos , Instituições Acadêmicas , Exercício Físico , Miopia/prevenção & controle
17.
Asia Pac J Ophthalmol (Phila) ; 12(4): 355-363, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37523426

RESUMO

PURPOSE: Visual impairment from cataracts is closely associated with low income, but trial evidence regarding the impact of surgery on income is lacking. We investigated whether cataract surgery could increase personal income. DESIGN: A 2-arm, parallel-group, open-label, randomized controlled trial (ClinicalTrials.gov, NCT03020056). METHODS: Persons aged 50 years or older in rural Guangdong, China, with best-corrected visual acuity <6/19 in both eyes due to cataracts were randomly assigned (1:1) to receive surgery within 4 weeks (intervention group), or 1 year later (control group). All participants were interviewed at baseline and end-line regarding demographic characteristics, income, and quality of life. RESULTS: Among the 292 eligible persons (5.40%, mean age = 74.0 y, 61.0% women) randomly assigned to intervention (n = 146) or control (n = 146) groups, 12 participants (8.22%) in the intervention group and 1 (0.68%) in the control did not receive the allocated intervention. By study closeout, 18 participants (6.16%) were lost to follow-up. The mean 1-year income increase of the intervention group ($2469-$3588; change = $1119) was significantly larger than that of the controls ($2258-$2052; change = $-206), a between-group difference of $1325 (relative increase = 54.0%; 95% CI = $739 to $1911; P < 0.001). In multivariable modeling, intervention group membership was associated with greater income increase (ß = 1143.2; 95% CI = 582.0 to 1704.3; P < 0.001). Greater improvement in best-corrected visual acuity was associated with income increase in univariable modeling (ß = 1626.9; 95% CI = 1083.6 to 2170.1; P < 0.001). CONCLUSIONS: Cataract surgery substantially increases personal income in rural China, offering a strategy for poverty alleviation. The strong association between increased income and change in visual acuity enhances the biological plausibility of the result.


Assuntos
Extração de Catarata , Catarata , Humanos , Feminino , Idoso , Masculino , Qualidade de Vida , Catarata/complicações , Acuidade Visual , China/epidemiologia
18.
J Cataract Refract Surg ; 49(9): 956-963, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37440441

RESUMO

PURPOSE: To determine the optimal intraocular lens (IOL) calculation formula for vitrectomized eyes with diverse surgical and biometric characteristics. SETTING: Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China. DESIGN: Retrospective consecutive case series study. METHODS: This study included 974 vitrectomized eyes (974 patients) scheduled for phacoemulsification with IOL implantation. 11 formulas were evaluated: Barrett Universal II (BUII), Emmetropia Verifying Optical, Hoffer-QST, Kane, Ladas Super Formula, Pearl-DGS, Radial Basis Function (RBF), Haigis, HofferQ, Holladay1, and SRK/T. Risk factors for prediction error (PE) exceeding 1 diopter (D) were determined using multiple logistic regression. Subgroup analyses were performed based on surgical history and biometric parameters. RESULTS: The risk of hyperopic PE (>1 D) was higher in patients with silicone oil tamponade (odds ratio [OR], 1.82) and longer axial length (AL) (OR, 1.55), while patients with previous scleral buckling (OR, 2.43) or ciliary sulcus IOL implantation (OR, 6.65) were more susceptible to myopic PE (<-1 D). The Kane formula had the highest overall prediction accuracy, and also the best in silicone oil-filled eyes and the flat cornea subgroup. The BUII and RBF displayed the optimal performance in eyes with previous scleral buckle and steep cornea, respectively. In eyes with an AL ≥ 26 mm, the Holladay1 with the nonlinear version of the Wang-Koch AL adjustment (Holladay1-WKn) showed the lowest absolute PE and highest percentage within ± 1.0 D of PE. CONCLUSIONS: The Kane achieved the highest overall prediction accuracy in vitrectomized eyes. The optimal formula for eyes with previous scleral buckle, steep cornea, or long AL was BUII, RBF, and Holladay1-WKn, respectively.


Assuntos
Catarata , Lentes Intraoculares , Facoemulsificação , Humanos , Refração Ocular , Implante de Lente Intraocular , Vitrectomia , Estudos Retrospectivos , Óleos de Silicone , Comprimento Axial do Olho , Biometria , Óptica e Fotônica
19.
J Phys Chem Lett ; 14(20): 4842-4849, 2023 May 25.
Artigo em Inglês | MEDLINE | ID: mdl-37194946

RESUMO

DNA alkylating agents are widely used in anticancer pharmacology. Although shown to induce cross-linking and/or methylation of DNA, how they affect the mechanical properties of DNA and activity of DNA enzymes remains to be elucidated. Here, we perform single-molecule optical tweezer experiments on DNA treated with alkylating agents, including melphalan, cisplatin, and dacarbazine. While all three drugs induce a significant increase of overstretching force and a reduction of hysteresis, suggesting stabilization of DNA against shearing forces, their effects on elasticity of DNA were quite different, with the largest change in persistence length induced by cisplatin. Furthermore, we find that these alkylating-agent-induced changes on DNA have different effects on processivity of DNA polymerase, with melphalan and cisplatin showing significantly reduced activity and dacarbazine showing little effect. Overall, our results provide new insights into the effects for these alkylating agents, which could potentially facilitate a better design of related drugs.


Assuntos
Alquilantes , Melfalan , Alquilantes/farmacologia , Melfalan/farmacologia , Cisplatino , Antineoplásicos Alquilantes/farmacologia , Dacarbazina , DNA , Análise Espectral
20.
Int J Mol Sci ; 24(8)2023 Apr 21.
Artigo em Inglês | MEDLINE | ID: mdl-37108824

RESUMO

Recent studies have shown that the NOD-, LRR-, and pyrin domain-containing protein 3 (NLRP3) inflammasome is extensively activated in the process of intervertebral disc degeneration (IVDD), leading to the pyroptosis of nucleus pulposus cells (NPCs) and the exacerbation of the pathological development of the intervertebral disc (IVD). Exosomes derived from human embryonic stem cells (hESCs-exo) have shown great therapeutic potential in degenerative diseases. We hypothesized that hESCs-exo could alleviate IVDD by downregulating NLRP3. We measured the NLRP3 protein levels in different grades of IVDD and the effect of hESCs-exo on the H2O2-induced pyroptosis of NPCs. Our results indicate that the expression of NLRP3 was upregulated with the increase in IVD degeneration. hESCs-exo were able to reduce the H2O2-mediated pyroptosis of NPCs by downregulating the expression levels of NLRP3 inflammasome-related genes. Bioinformatics software predicted that miR-302c, an embryonic stem-cell-specific RNA, can inhibit NLRP3, thereby alleviating the pyroptosis of NPCs, and this was further verified by the overexpression of miR-302c in NPCs. In vivo experiments confirmed the above results in a rat caudal IVDD model. Our study demonstrates that hESCs-exo could inhibit excessive NPC pyroptosis by downregulating the NLRP3 inflammasome during IVDD, and miR-302c may play a key role in this process.


Assuntos
Exossomos , Células-Tronco Embrionárias Humanas , Degeneração do Disco Intervertebral , MicroRNAs , Núcleo Pulposo , Humanos , Ratos , Animais , Inflamassomos/metabolismo , Proteína 3 que Contém Domínio de Pirina da Família NLR/genética , Proteína 3 que Contém Domínio de Pirina da Família NLR/metabolismo , Núcleo Pulposo/metabolismo , Piroptose , Células-Tronco Embrionárias Humanas/metabolismo , Exossomos/metabolismo , Peróxido de Hidrogênio/metabolismo , Degeneração do Disco Intervertebral/genética , Degeneração do Disco Intervertebral/terapia , Degeneração do Disco Intervertebral/metabolismo , MicroRNAs/metabolismo
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