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Nevin Manimala Statistics

Page: investigating the predictors of general psychological help seeking intention among people who attempted suicide by using structural equation modeling

BMC Psychol. 2024 Nov 23;12(1):690. doi: 10.1186/s40359-024-02200-y.

ABSTRACT

BACKGROUND: The aim of this study was to determine the role of suicide literacy, suicide stigma, perceived social support, and attitudes toward seeking professional psychological help (ATSPPH) in predicting general help-seeking intention among individuals who have attempted suicide by structural equation modeling.

METHODS: This cross-sectional study was conducted among 462 people who were referred to the hospital due to suicide attempt in one of the cities of eastern Iran in 2023. The sampling method in this study was consecutive sampling. The Pearson correlation, One-way ANOVA, and Independent-samples t-test were used to analyze data by SPSS software. Also, AMOS software was used for conducting structural equation modeling and checking the standardized direct effects and standardized indirect effects between variables.

RESULTS: Only 0.9% (n = 4) of participants answered correctly more than 17 questions regarding suicide literacy. The structural equation modeling (SEM) results showed that suicide literacy, suicide stigma, perceived social support, and ATSPPH predicted 51% variance in the general help-seeking intention (R2 = 0.51, PGFI = 0.607, PCFI = 0.568, RMSEA = 0.064). The variables of suicide literacy (estimate total effect = 0.615), ATSPPH (estimate total effect = 0.368), perceived social support (estimate total effect = 0.123), and suicide stigma (estimate total effect = 0.033) had the greatest impact in predicting the general help-seeking intention.

CONCLUSION: The SEM results highlight the importance of paying more attention to suicide literacy, reducing suicide stigma, promoting social support, improving the positive attitude toward mental health services, encouraging people who have attempted suicide to seek psychological help, and finally preventing suicide attempt.

PMID:39580457 | DOI:10.1186/s40359-024-02200-y

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Nevin Manimala Statistics

The joint distribution of years lived in good and poor health

Popul Health Metr. 2024 Nov 23;22(1):33. doi: 10.1186/s12963-024-00354-w.

ABSTRACT

BACKGROUND: Incidence-based multistate models of population health are commonly applied to calculate state expectancies, such as a healthy life expectancy (HLE), or unhealthy life expectancy (UHE). These models also allow the computation of other summary indices, such as the distributions of healthy or unhealthy lifespans.

OBJECTIVE: We aim to show how a multistate health model implies a multistate death distribution, giving joint information on years lived in good and poor health. We also propose three aggregate indices of joint health and mortality inequality.

METHODS: We propose a double-accounting approach to increment-decrement life table methods to intuitively derive a multistate health distribution over age and cumulative duration spent in each state. We then define a variety of summary lifespan inequality indices based on different distance metrics, namely Euclidean, Chebyshev, and Manhattan distances.

RESULTS: We apply the method to multistate transition probabilities between health states based on the activities of daily living index for Italian women from the Survey of Health, Ageing and Retirement in Europe in 2015-2017. We demonstrate the added value of accounting for joint years lived in health states in multistate models for our understanding of the period health and mortality conditions from the perspective of health-specific lifespans of individuals.

CONCLUSIONS: Multivariate state distributions and summary indices derived from them give a holistic representation of population health inequality. We offer selected summary indices of the multivariate distribution with different demographic interpretations from the measures derived from univariate distributions. Although more theoretical and methodological work is required to motivate a single comprehensive population health inequality index, this direction is a promising path for a better understanding of population health dynamics and relationships between univariate statistics.

PMID:39580455 | DOI:10.1186/s12963-024-00354-w

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Nevin Manimala Statistics

Frontotemporal structure preservation underlies the protective effect of lifetime intellectual cognitive reserve on cognition in the elderly

Alzheimers Res Ther. 2024 Nov 23;16(1):255. doi: 10.1186/s13195-024-01613-6.

ABSTRACT

BACKGROUND: Cognitive decline with age has heterogeneous, which might be related to the accumulation of protective factors called cognitive reserve, especially intellectual engagement factors over the life course. However, how lifetime intellectual cognitive reserve (LICR) protects cognitive function in the elderly remains unclear. We aimed to examine the relationship between LICR and cognition and the mild cognitive impairment (MCI) risk, as well as the neural mechanism of LICR on cognition.

METHODS: A total of 5126 participants completed extensive neuropsychological tests, with LICR indicator encompassing early education, midlife occupational complexity, and mental leisure activities after retirement. Confirmatory factor analysis was performed to derive LICR score and cognitive function scores, then the hierarchical regression analysis was used to explore the relationship between LICR and cognitive functions and the risk of MCI. We further explored the macro- and micro-structural preservation underly LICR in 1117 participants. Multiple regressions and tract-based spatial statistics were used to explore the relationship between LICR and gray matter volume and white matter microstructure (FA value). Finally, using the mediation model to explore the relationship of “LICR-brain-cognition”.

RESULT: The new LICR index, which was more protective than its single indexes, could protect widespread cognitive functions and was associated with a reduction in MCI risk (Odds Ratio, 0.52; 95% CI, 0.47-0.57). For the structure basis of LICR, the higher LICR score was associated with the greater gray matter volume in right fusiform gyrus (t = 4.62, FDR corrected, p < 0.05) and left orbital superior frontal gyrus (t = 4.56, FDR corrected, p < 0.05), and the higher FA values in the frontotemporal related white matter fiber tracts. Furthermore, the right fusiform gyrus partially mediated the relationship between LICR and executive processing ability (β = 0.01, p = 0.02) and general cognitive ability (β = 0.01, p = 0.03).

CONCLUSIONS: The new comprehensive cognitive reserve index could promote the temporal macro-structural preservation and thus contribute to maintain better cognitive function. These findings highlight the importance of intellectual CR accumulation over the life course in successful cognitive aging and MCI prevention, thereby contributing to improve the quality of life in the elderly.

PMID:39580450 | DOI:10.1186/s13195-024-01613-6

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Nevin Manimala Statistics

Shared genetic architecture and causality between autism spectrum disorder and irritable bowel syndrome, multisite pain, and fatigue

Transl Psychiatry. 2024 Nov 23;14(1):476. doi: 10.1038/s41398-024-03184-4.

ABSTRACT

Autism spectrum disorder (ASD) often co-occurs with functional somatic syndromes (FSS), such as irritable bowel syndrome (IBS), multisite pain, and fatigue. However, the underlying genetic mechanisms and causality have not been well studied. Using large-scale genome-wide association study (GWAS) data, we investigated the shared genetic architecture and causality between ASD and FSS. Specifically, we first estimated genetic correlations and then conducted a multi-trait analysis of GWAS (MTAG) to detect potential novel genetic variants for single traits. Afterwards, polygenic risk scores (PRS) of ASD were derived from GWAS and MTAG to examine the associations with phenotypes in the large Dutch Lifelines cohort. Finally, we performed Mendelian randomization (MR) to evaluate the causality. We observed positive genetic correlations between ASD and FSS (IBS: rg = 0.27, adjusted p = 2.04 × 10-7; multisite pain: rg = 0.13, adjusted p = 1.10 × 10-3; fatigue: rg = 0.33, adjusted p = 5.21 × 10-9). Leveraging these genetic correlations, we identified 3 novel genome-wide significant independent loci for ASD by conducting MTAG, mapped to NEDD4L, MFHAS1, and RP11-10A14.4. PRS of ASD derived from both GWAS and MTAG were associated with ASD and FSS in Lifelines, and MTAG-derived PRS showed a bigger effect size, larger explained variance, and smaller p-values. We did not observe significant causality using MR. Our study found genetic associations between ASD and FSS, specifically with IBS, multisite pain, and fatigue. These findings suggest that a shared genetic architecture may partly explain the co-occurrence between ASD and FSS. Further research is needed to investigate the causality between ASD and FSS due to current limited statistical power of the GWASs.

PMID:39580447 | DOI:10.1038/s41398-024-03184-4

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Nevin Manimala Statistics

Spatial accessibility and equity of primary healthcare in Zhejiang, China

Int J Equity Health. 2024 Nov 23;23(1):247. doi: 10.1186/s12939-024-02333-x.

ABSTRACT

BACKGROUND: Enhancing the accessibility and equity of primary healthcare (PHC) is a crucial objective of China’s healthcare reform. However, spatial barriers remain a significant factor contributing to the inequitable access to PHC services among residents.

OBJECTIVE: This study aims to quantify the spatial accessibility (SA) and evaluate the equity of PHC resources in a pilot province for healthcare reform, and its municipalities, thereby providing insights that can be generalized to the broader context of China.

METHODS: The study used the navigation function provided by Gaode Map to estimate the time it takes for residents to visit PHC institutions. The two-step floating catchment area (2SFCA) method, weighted by a Gaussian function, was employed to measure the SA of PHC institutions, general practitioners (GPs), and beds across various residential areas. The Gini coefficient was utilized to assess disparities in SA among different regions. Additionally, Getis-Ord Gi* analysis was conducted to visualize these spatial disparities.

RESULTS: The study analyzed 25,601 residential and 1,451 healthcare points in Zhejiang Province, revealing significant disparities in SA of PHC. Urban residents reached PHC institutions faster than rural ones (7.05 ± 4.7 min vs. 9.17 ± 7.78 min, P < 0.001). Within 30 min, 98.4% of residential points and 99.1% of the population accessed PHC institutions. Disparities in PHC resources were notable, with Lishui having the highest SA for institutions and GPs, and Shaoxing for beds. Equity assessment showed high inequity for institutions (Gini 0.553), moderate for beds (Gini 0.497), and reasonable for GPs (Gini 0.332)​. Getis-Ord Gi* analysis demonstrated that areas further from urban centers were more likely to exhibit clusters of hotspots or cold spots.

CONCLUSION: The study highlights substantial disparities in SA of PHC and equity across Zhejiang, underscoring the need for strategic resource distribution. Future research should include diverse transportation modes and more precise demand point data to enhance understanding of accessibility dynamics.

PMID:39580443 | DOI:10.1186/s12939-024-02333-x

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Nevin Manimala Statistics

The role of the estimand framework in the analysis of patient-reported outcomes in single-arm trials: a case study in oncology

BMC Med Res Methodol. 2024 Nov 23;24(1):290. doi: 10.1186/s12874-024-02408-x.

ABSTRACT

BACKGROUND: Patient-reported outcomes (PROs) play an increasing role in the evaluation of oncology treatments. At the same time, single-arm trials are commonly included in regulatory approval submissions. Because of the high risk of biases, results from single-arm trials require careful interpretation. This benefits from a clearly defined estimand, or target of estimation. In this case study, we demonstrated how the ICH E9 (R1) estimand framework can be implemented in SATs with PRO endpoints.

METHODS: For the global quality of life outcome in a real single-arm lung cancer trial, a range of possible estimands was defined. We focused on the choice of the variable of interest and strategies to deal with intercurrent events (death, treatment discontinuation and disease progression). Statistical methods were described for each estimand and the corresponding results on the trial data were shown.

RESULTS: Each intercurrent event handling strategy resulted in its own estimated mean global quality of life over time, with a specific interpretation, suitable for a corresponding clinical research aim. In the setting of this case study, a ‘while alive’ strategy for death and a ‘treatment policy’ strategy for non-terminal intercurrent events were deemed aligned with a descriptive research aim to inform clinicians and patients about expected quality of life after the start of treatment.

CONCLUSIONS: The results show that decisions made in the estimand framework are not trivial. Trial results and their interpretation strongly depend on the chosen estimand. The estimand framework provides a structure to match a research question with a clear target of estimation, supporting specific clinical decisions. Adherence to this framework can help improve the quality of data collection, analysis and reporting of PROs in SATs, impacting decision making in clinical practice.

PMID:39580440 | DOI:10.1186/s12874-024-02408-x

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Nevin Manimala Statistics

The role of interpersonal trust in the associations between parental warmth and depressive symptoms among Chinese adolescents: A mediation analysis

Fam Process. 2024 Nov 23. doi: 10.1111/famp.13084. Online ahead of print.

ABSTRACT

The rising rates of adolescent depression have become a critical concern, with family dynamics and interpersonal communication playing a significant role in this mental health issue. However, research on the combined effects of parental warmth and interpersonal trust on adolescent depressive symptoms remains limited. This study aimed to explore the association between parental warmth, interpersonal trust, and depressive symptoms in Chinese adolescents. The sample included 2745 adolescents aged 9 to 18 from the China Family Panel Studies (CFPS). Depressive symptoms were assessed using the CES-D8 scale, which yielded an average score of 4.34. Among participants, 11.3% exhibited symptoms consistent with depression. Multivariate linear regression revealed that both parental warmth (β = -0.296, p < 0.001) and interpersonal trust (β = -0.197, p < 0.001) significantly predicted lower depressive symptoms. Mediation analysis indicated that interpersonal trust partially mediated the relationship between parental warmth and depressive symptoms, explaining 17.68% of the total effect (β = -0.032, 95% CI = -0.060, -0.016). These associations remained significant even after controlling for demographic variables. Our findings suggest that parental warmth protects against depressive symptoms, with interpersonal trust enhancing this protective effect. Interventions focused on fostering parental warmth and enhancing interpersonal trust could improve adolescent mental health.

PMID:39579012 | DOI:10.1111/famp.13084

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Nevin Manimala Statistics

Fracture Line Morphology and a Novel Classification of Pilon Fractures

Orthop Surg. 2024 Nov 23. doi: 10.1111/os.14304. Online ahead of print.

ABSTRACT

OBJECTIVE: Currently, there is no research that includes a comprehensive three-dimensional fracture mapping encompassing all types of Pilon fractures. Moreover, the existing classification systems for Pilon fractures exhibit only moderate to fair consistency and reproducibility. Additionally, some of these classification systems fail to accurately depict the morphological characteristics of the fractures. This study aimed to create a fracture map encompassing all types of Pilon fractures by three-dimensional fracture mapping. In addition, this study conducted a finite element analysis of the normal ankle joint, and based on the distribution of fracture lines and the stress distribution at the distal tibia, proposed a new classification for Pilon fractures.

METHODS: A retrospective analysis of Pilon fractures in our hospital from January 2018 to January 2024 was performed. A total of two hundred forty-four Pilon fractures were included, and their fracture lines were transcribed onto the tibia and fibula templates, and fracture maps and heat maps were created. A nonhomogeneous model of the ankle joint was constructed and verified, and the stress distribution on the distal tibia articular surface was measured and analyzed in three models (neutral, dorsiflexed, and plantarflexed model). Based on the fracture map and stress distribution, a five-column classification system for Pilon fractures was proposed, and the intraobserver and interobserver reliability was calculated using Cohen and Fleiss k statistics.

RESULT: The fracture line on the distal tibia articular surface showed a V-shaped distribution. One branch extended from the junction of the medial malleolar articular surface and the inferior tibial articular surface toward the medial malleolus. The other branch extended from the middle of the fibular notch to the posterior part of the medial ankle, toward the tibial shaft. The fibula fracture line mainly extended from the anterior and lower part of the lateral malleolus to the posterior and upper part. As evidenced by the neutral, dorsiflexed, and plantar flexion models, the stress on the posterolateral articular surface (posterolateral column) was low, while the majority of the stress was concentrated in the center. Three-column fractures were the most common, followed by two-column fractures. Using the five-column classification, the K-weighted values of interobserver and intraobserver analysis were 0.653 (p < 0.001) and 0.708 (p < 0.001), respectively.

CONCLUSIONS: In this study, the fracture line and morphological characteristics of Pilon fractures were analyzed in detail by three-dimensional mapping. In addition, this study conducted a finite element analysis of the stress distribution on the distal tibial joint surface of the normal ankle joint. Moreover, a novel classification system was proposed to reflect these findings. The new classification not only exhibits greater consistency, facilitating accurate communication of fracture characteristics among surgeons, but also aids in understanding the mechanisms of injury and formulating surgical strategies.

PMID:39579007 | DOI:10.1111/os.14304

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Nevin Manimala Statistics

Extracting full information from OCT scans-signs of early age-related macular degeneration within inner retinal layers by local neighbourhood statistics. Part II: Results

Ophthalmic Physiol Opt. 2024 Nov 23. doi: 10.1111/opo.13393. Online ahead of print.

ABSTRACT

BACKGROUND AND OBJECTIVES: Associations between the occurrence of early age related macular degeneration (AMD) and alterations in retinal layer thicknesses have been reported, based on classical processing of optical coherence tomography (OCT) data by noise removal and subsequent image segmentation. However, speckle noise within OCT data itself bears a substantial part of the total information. For this reason, we designed an omics-type approach for full exploitation of OCT data, which was able to identify signs of early AMD throughout the retina as a whole.

METHODS: A nested case-control study was designed with 200 early AMD cases and 200 healthy controls. For each participant, within a randomly selected OCT scan and a randomly selected column therein, manual grading was performed for 26 retinal feature positions. At every position, a total of 3792 descriptors were computed, based on nonlinear transformations of OCT data, first-order neighbourhood statistics and Haralick features. Equivalence and differences between cases and controls were tested for each descriptor at every graded position. Results of multiple testing were expressed in terms of false and true discovery rates controlled by the Benjamini-Yekutieli procedure.

RESULTS: In terms of the amount and disparity of true discoveries, overall non-equivalence was found for early AMD and healthy groups. Strong difference signals were observed at the internal limiting membrane and two central retinal positions, particularly for descriptors emphasising speckle noise.

CONCLUSIONS: Between the retinae of healthy controls and early AMD patients, significant differences were observed at the level of local neighbourhood statistics within OCT data. Thus, independent evidence was obtained for AMD affecting not only the outer retinal layers but the retina as a whole, even in the early stages of the disease. Within OCT data, both cartoon and speckle bear essential parts of the total information. We pursued a constructive, completely documented, traceable and repeatable approach without invoking artificial intelligence methods.

PMID:39579005 | DOI:10.1111/opo.13393

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Nevin Manimala Statistics

Extracting full information from OCT scans-signs of early age-related macular degeneration within inner retinal layers by local neighbourhood statistics. Part I: Methodology

Ophthalmic Physiol Opt. 2024 Nov 23. doi: 10.1111/opo.13392. Online ahead of print.

ABSTRACT

BACKGROUND AND OBJECTIVES: Associations between the occurrence of early age-related macular degeneration (AMD) and alterations in retinal layer thicknesses have been reported based on classical processing of optical coherence tomography (OCT) data by noise removal and subsequent image segmentation. However, speckle noise within OCT data itself bears a substantial part of the total information. For this reason, an omics-type approach was designed for full exploitation of OCT data, which was able to identify signs of early AMD throughout the retina as a whole.

METHODS: A nested case-control study was designed with 200 early AMD cases and 200 healthy controls. For every participant, within a randomly selected OCT scan and a randomly selected column therein, manual grading was performed for 26 retinal feature positions. At each position, a total of 3792 descriptors were computed, based on nonlinear transformations of OCT data, first-order neighbourhood statistics and Haralick features. Equivalence and differences between cases and controls were tested for every descriptor at each graded position. Results of multiple testing were expressed in terms of false and true discovery rates controlled by the Benjamini-Yekutieli procedure.

RESULTS: In terms of the amount and disparity of true discoveries, overall non-equivalence of early AMD and healthy groups was found. Strong difference signals were observed at the internal limiting membrane and two central retinal positions, particularly for descriptors emphasising speckle noise.

CONCLUSIONS: Between retinae of healthy controls and early AMD patients, significant differences were observed at the level of local neighbourhood statistics within the OCT data. Thus, independent evidence was obtained for AMD affecting not only the outer retinal layers but also the retina as a whole, even in the early stages of the disease. Within OCT data, both cartoons and speckle bear essential parts of total information. A constructive, completely documented, traceable and repeatable approach was pursued without invoking artificial intelligence methods.

PMID:39579003 | DOI:10.1111/opo.13392