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Nevin Manimala Statistics

Dynamical vaccination behavior with risk perception and vaccination rewards

Chaos. 2024 Mar 1;34(3):033109. doi: 10.1063/5.0186899.

ABSTRACT

Vaccination is the most effective way to control the epidemic spreading. However, the probability of people getting vaccinated changes with the epidemic situation due to personal psychology. Facing various risks, some people are reluctant to vaccinate and even prefer herd immunity. To encourage people to get vaccinated, many countries set up reward mechanisms. In this paper, we propose a disease transmission model combining vaccination behaviors based on the SIR (Susceptible-Infected-Recovered) model and introduce three vaccination mechanisms. We analyze the impact of the infection rate and the recovery rate on the total cost and the epidemic prevalence. Numerical simulations fit with our intuitive feelings. Then, we study the impact of vaccination rewards on the total social cost. We find that when vaccination rewards offset vaccination costs, both the total cost and the epidemic prevalence reach the lowest levels. Finally, this paper suggests that encouraging people to get vaccinated at the beginning of an epidemic has the best effect.

PMID:38442233 | DOI:10.1063/5.0186899

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Nevin Manimala Statistics

The Fragility of Statistical Findings in the Femoral Neck Fracture Literature: A Systematic Review of Randomized Controlled Trials

J Orthop Trauma. 2024 Mar 4. doi: 10.1097/BOT.0000000000002793. Online ahead of print.

ABSTRACT

OBJECTIVES: Randomized controlled trials (RCTs) in the femoral neck fracture literature frequently report p-values for outcomes which have substantial implications in guiding surgical management. This study utilized the fragility index (FI), reverse fragility index (rFI), and fragility quotient (FQ) to assess the statistical stability of outcomes reported in RCTs evaluating the management and treatment of femoral neck fractures.

METHODS: Data Sources: Pubmed, Emabse, and MEDLINE were queried for RCTs (January 1, 2010 to February 28th, 2023) that evaluated surgical management/treatment of femoral neck fractures. Study Selection: RCTs with two treatment arms reporting categorical dichotomous outcomes were included. Non-RCT studies, RCTs with greater than 2 treatment arms, and RCTs without a femoral neck fracture cohort were excluded.Data Extraction and Synthesis: The FI and rFI were calculated as the number of outcome event reversals required to alter statistical significance for significant (p<0.05) and non-significant (p≥0.05) outcomes, respectively. The FQ was calculated by dividing the FI by the sample size for the study.

RESULTS: 985 articles were screened with 71 studies included for analysis. The median FI across a total of 197 outcomes was 4 (IQR 2-5) with an associated FQ of 0.033 (IQR 0.017-0.060). 47 outcomes were statistically significant with a median FI of 2 (IQR 1-4) and associated FQ of 0.02 (IQR 0.014-0.043). 150 outcomes were statistically non-significant with a median rFI of 4 (IQR 3-5) and associated FQ of 0.037 (IQR 0.019-0.065).

CONCLUSION: Statistical findings in femoral neck fracture RCTs are fragile with reversal of a median 4 outcomes altering significance of study findings. The authors thus recommend standardized reporting of p-values with FI and FQ metrics to aid in interpreting the robustness of outcomes in femoral neck fracture RCTs.

LEVEL OF EVIDENCE: Level I. See Instructions for Authors for a complete description of levels of evidence.

PMID:38442195 | DOI:10.1097/BOT.0000000000002793

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Nevin Manimala Statistics

Reply to Muralidhar et al., Kenny et al., and Hotz et al.: The benefits of engagement with external research teams

Proc Natl Acad Sci U S A. 2024 Mar 12;121(11):e2401501121. doi: 10.1073/pnas.2401501121. Epub 2024 Mar 5.

NO ABSTRACT

PMID:38442177 | DOI:10.1073/pnas.2401501121

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Nevin Manimala Statistics

The key role of absolute risk in the disclosure risk assessment of public data releases

Proc Natl Acad Sci U S A. 2024 Mar 12;121(11):e2321882121. doi: 10.1073/pnas.2321882121. Epub 2024 Mar 5.

NO ABSTRACT

PMID:38442168 | DOI:10.1073/pnas.2321882121

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Nevin Manimala Statistics

Census officials must constructively engage with independent evaluations

Proc Natl Acad Sci U S A. 2024 Mar 12;121(11):e2321196121. doi: 10.1073/pnas.2321196121. Epub 2024 Mar 5.

NO ABSTRACT

PMID:38442167 | DOI:10.1073/pnas.2321196121

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Nevin Manimala Statistics

Safety and health measures compliance during the COVID-19 pandemic for community-based tourism in Nakhon Si Thammarat, Thailand: A cross-sectional descriptive study

PLoS One. 2024 Mar 5;19(3):e0300030. doi: 10.1371/journal.pone.0300030. eCollection 2024.

ABSTRACT

Community-based tourism (CBT) in Thailand faces challenges in adapting to COVID-19 prevention measures. The purpose of the study was to evaluate levels of knowledge, practice, and compliance regarding safety and health measures of the entrepreneur in managing CBT under the Safety and Health Administration (SHA) standard in the new normal situation. A descriptive cross-sectional study was conducted on twenty-one entrepreneurs from three CBTs in three districts in Nakhon Si Thammarat, in the months of February-May 2021. Levels of knowledge and practice were evaluated by questionnaires and compliance level was evaluated by SHA standard checklist. The level of knowledge and practice were categorized sufficient and insufficient, while compliance level was categorized as high or low if scores met or exceeded 80%, based on Bloom’s cut-off point. Information on sociodemographic characteristics was also gathered. Fisher’s exact test with a 95% confidence level (α < 0.05) was used for statistical analysis. The findings revealed that 66.7% and 38.1% of the establishments in the study had sufficient knowledge (Mean ± SD: 46.9 ± 7.2, Max: 55.0, Min: 33.0) and sufficient practice (Mean ± SD: 40.4 ± 9.2, Max: 55.0, Min: 29.0), respectively. In addition, the study found that knowledge level was significantly associated with practice level at a p-value of 0.018. However, compliance level was not related to knowledge and practice. In conclusion, the low level of compliance was due to a lack of understanding and motivation to comply with the standard, and the budget of small establishments in CBT for bringing them up to the SHA standard was quite limited. Therefore, the related organizations should use a variety of strategies to encourage entrepreneurs, such as partnership building and resource support.

PMID:38442100 | DOI:10.1371/journal.pone.0300030

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Nevin Manimala Statistics

Peripheral immune cell traits and Parkinson’s disease: A Mendelian randomization study

PLoS One. 2024 Mar 5;19(3):e0299026. doi: 10.1371/journal.pone.0299026. eCollection 2024.

ABSTRACT

BACKGROUND: The peripheral immune system is altered in Parkinson’s disease (PD), but the causal relationship between the two remains controversial. In this study, we aimed to estimate the causal relationship between peripheral immune features and PD using a two-sample Mendelian randomization (MR) approach.

METHODS: Genome-wide association study (GWAS) data of peripheral blood immune signatures from European populations were used for exposure and PD summary statistics were used as results. We conducted a two-sample MR study using the inverse-variance weighted (IVW), MR-Egger, and weighted median methods to evaluate the causal association between these factors. MR-Egger and MR-PRESSO were used for sensitivity analysis to test and correct horizontal pleiotropy.

RESULTS: A total of 731 immune traits were analyzed for association with PD using three MR methods. After adjustment for FDR, we observed four peripheral immunological features associated with PD using the IVW method, including expression of CX3CR1 on monocytes [OR: 0.85, 95% CI: (0.81, 0.91), P = 6.56E-07] and CX3CR1 on CD14+CD16+ monocytes [OR: 0.87, 95% CI: (0.82, 0.93), P = 9.95E-06].

CONCLUSIONS: Our study further revealed the important role of monocytes in PD and indicated that CX3CR1 expression on monocytes is associated with a reduced risk of PD.

PMID:38442099 | DOI:10.1371/journal.pone.0299026

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Nevin Manimala Statistics

Absence of specific autoantibodies in patients with narcolepsy type 1 as indicated by an unbiased random peptide-displayed phage screening

PLoS One. 2024 Mar 5;19(3):e0297625. doi: 10.1371/journal.pone.0297625. eCollection 2024.

ABSTRACT

Narcolepsy type 1 (NT1) is an enigmatic sleep disorder characterized by the selective loss of neurons producing orexin (also named hypocretin) in the lateral hypothalamus. Although NT1 is believed to be an autoimmune disease, the orexinergic neuron-specific antigens targeted by the pathogenic immune response remain elusive. In this study, we evaluated the differential binding capacity of various peptides to serum immunoglobin G from patients with NT1 and other hypersomnolence complaints (OHCs). These peptides were selected using an unbiased phage display technology or based on their significant presence in the serum of NT1 patients as identified from previous studies. Although the subtractive biopanning strategy successfully enriched phage clones with high reactivity against NT1 serum IgG, the 101 randomly selected individual phage clones could not differentiate the sera from NT1 and OHC. Compared to the OHC control group, serum from several NT1 patients exhibited increased reactivity to the 12-mer peptides derived from TRBV7, BCL-6, NRXN1, RXRG, HCRT, and RTN4 proteins, although not statistically significant. Collectively, employing both unbiased and targeted methodologies, we were unable to detect the presence of specific autoantibodies in our NT1 patient cohort. This further supports the hypothesis that the autoimmune response in NT1 patients likely stems primarily from T cell-mediated immunity rather than humoral immunity.

PMID:38442093 | DOI:10.1371/journal.pone.0297625

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Nevin Manimala Statistics

Genome-wide analysis of population structure, effective population size and inbreeding in Iranian and exotic horses

PLoS One. 2024 Mar 5;19(3):e0299109. doi: 10.1371/journal.pone.0299109. eCollection 2024.

ABSTRACT

Population structure and genetic diversity are the key parameters to study the breeding history of animals. This research aimed to provide a characterization of the population structure and to compare the effective population size (Ne), LD decay, genetic diversity, and genomic inbreeding in Iranian native Caspian (n = 38), Turkmen (n = 24) and Kurdish (n = 29) breeds and some other exotic horses consisting of Arabian (n = 24), Fell pony (n = 21) and Akhal-Teke (n = 20). A variety of statistical population analysis techniques, such as principal component analysis (PCA), discriminant analysis of principal component (DAPC) and model-based method (STRUCTURE) were employed. The results of the population analysis clearly demonstrated a distinct separation of native and exotic horse breeds and clarified the relationships between studied breeds. The effective population size (Ne) for the last six generations was estimated 54, 49, 37, 35, 27 and 26 for the Caspian, Kurdish, Arabian, Turkmen, Akhal-Teke and Fell pony breeds, respectively. The Caspian breed showed the lowest LD with an average r2 value of 0.079, while the highest was observed in Fell pony (0.148). The highest and lowest average observed heterozygosity were found in the Kurdish breeds (0.346) and Fell pony (0.290) breeds, respectively. The lowest genomic inbreeding coefficient based on run of homozygosity (FROH) and excess of homozygosity (FHOM) was in the Caspian and Kurdish breeds, respectively, while based on genomic relationship matrix) FGRM) and correlation between uniting gametes) FUNI) the lowest genomic inbreeding coefficient was found in the Kurdish breed. The estimation of genomic inbreeding rates in the six breeds revealed that FROH yielded lower estimates compared to the other three methods. Additionally, the Iranian breeds displayed lower levels of inbreeding compared to the exotic breeds. Overall, the findings of this study provide valuable insights for the development of effective breeding management strategies aimed at preserving these horse breeds.

PMID:38442089 | DOI:10.1371/journal.pone.0299109

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Nevin Manimala Statistics

Causal relationship between atrial fibrillation and stroke risk: a Mendelian randomization

J Stroke Cerebrovasc Dis. 2023 Dec;32(12):107446. doi: 10.1016/j.jstrokecerebrovasdis.2023.107446. Epub 2023 Oct 31.

ABSTRACT

OBJECTIVES: This study aimed to investigate the causal relationship between Atrial Fibrillation (AF) and the risk of Stroke using a Mendelian randomization (MR) approach.

METHODS: A two-sample MR analysis was conducted using publicly available genome-wide association study (GWAS) summary statistics data. In this analysis, genetic variants associated with AF were used as instrumental variables to estimate the causal effect. The inverse-variance weighted (IVW) method, weighted median estimator, and MR-Egger regression were employed for estimation. Additionally, sensitivity analysis was performed using the leave-one-out method.

RESULTS: The analysis included 87 single nucleotide polymorphisms (SNPs) associated with AF. The results from the IVW method indicated a positive association between genetic predisposition to AF and the risk of stroke (OR 1.002, 95 % CI 1.001-1.003, P < 0.001). The weighted median and MR-Egger methods showed consistent results (weighted median: OR 1.001, 95 % CI 1.000-1.002, P = 0.034; MR-Egger: OR 1.001, 95 % CI 1.000-1.003, P = 0.086). Sensitivity analysis demonstrated that no individual SNP significantly influenced the causal inference.

CONCLUSIONS: This study provides evidence of a causal relationship between AF and an elevated risk of stroke. These findings emphasize the significance of managing AF in order to prevent and treat strokes. Additional research is required to better understand the underlying mechanisms of this causal association.

PMID:38442074 | DOI:10.1016/j.jstrokecerebrovasdis.2023.107446