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Nevin Manimala Statistics

Multicenter PET image harmonization using generative adversarial networks

Eur J Nucl Med Mol Imaging. 2024 May 2. doi: 10.1007/s00259-024-06708-8. Online ahead of print.

ABSTRACT

PURPOSE: To improve reproducibility and predictive performance of PET radiomic features in multicentric studies by cycle-consistent generative adversarial network (GAN) harmonization approaches.

METHODS: GAN-harmonization was developed to harmonize whole-body PET scans to perform image style and texture translation between different centers and scanners. GAN-harmonization was evaluated by application to two retrospectively collected open datasets and different tasks. First, GAN-harmonization was performed on a dual-center lung cancer cohort (127 female, 138 male) where the reproducibility of radiomic features in healthy liver tissue was evaluated. Second, GAN-harmonization was applied to a head and neck cancer cohort (43 female, 154 male) acquired from three centers. Here, the clinical impact of GAN-harmonization was analyzed by predicting the development of distant metastases using a logistic regression model incorporating first-order statistics and texture features from baseline 18F-FDG PET before and after harmonization.

RESULTS: Image quality remained high (structural similarity: left kidney 0.800, right kidney 0.806, liver 0.780, lung 0.838, spleen 0.793, whole-body 0.832) after image harmonization across all utilized datasets. Using GAN-harmonization, inter-site reproducibility of radiomic features in healthy liver tissue increased at least by 5 ± 14% (first-order), 16 ± 7% (GLCM), 19 ± 5% (GLRLM), 16 ± 8% (GLSZM), 17 ± 6% (GLDM), and 23 ± 14% (NGTDM). In the head and neck cancer cohort, the outcome prediction improved from AUC 0.68 (95% CI 0.66-0.71) to AUC 0.73 (0.71-0.75) by application of GAN-harmonization.

CONCLUSIONS: GANs are capable of performing image harmonization and increase reproducibility and predictive performance of radiomic features derived from different centers and scanners.

PMID:38696130 | DOI:10.1007/s00259-024-06708-8

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A very-low-calorie ketogenic diet normalises obesity-related enhanced levels of erythropoietin compared with a low-calorie diet or bariatric surgery

J Endocrinol Invest. 2024 May 2. doi: 10.1007/s40618-024-02364-9. Online ahead of print.

ABSTRACT

PURPOSE: Nutritional ketosis synergistically with body-weight loss induced by a very-low-calorie ketogenic diet (VLCKD) has proven to be effective in improving obesity-related pathophysiology. Recently, growing attention has been focused on the relation between erythropoietin (EPO) and obesity. Thus, this study aims to investigate whether nutritional ketosis and weight loss induced by a VLCKD modify the circulating levels of EPO in patients with obesity in comparison with the effect of low-calorie diet (LCD) or bariatric surgery (BS).

METHODS: EPO levels, iron status and body composition parameters were evaluated in 72 patients with overweight or obesity and 27 normal-weight subjects at baseline and after the three different weight-reduction therapies (VLCKD, LCD and BS) in 69 patients with excess body weight. β-hydroxybutyrate levels were also measured in the VLCKD group. The follow-up was established at 2-3 months and 4-6 months.

RESULTS: It was found that EPO levels were higher in morbid obesity and correlated with higher basal weight, fat mass (FM) and fat-free mass (FFM) in the overall sample. High baseline EPO levels were also correlated with higher impact on the course of weight loss and changes in FM and FFM induced by the three weight-loss interventions. Furthermore, the VLCKD induced a decrease in EPO levels coinciding with maximum ketosis, which was maintained over time, while statistically significant changes were not observed after LCD and BS.

CONCLUSION: The obesity-related increased EPO levels are restored after VLCKD intervention at the time of maximum ketosis, suggesting a potential role of the nutritional ketosis induced by the VLCKD. Baseline EPO levels could be a biomarker of response to a weight-loss therapy.

PMID:38696124 | DOI:10.1007/s40618-024-02364-9

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Comparison of Dental Emergencies Among U.S. Military and Civilian Personnel During Combat Operations in 2007-2009

Mil Med. 2024 Apr 23:usae163. doi: 10.1093/milmed/usae163. Online ahead of print.

ABSTRACT

INTRODUCTION: Information from published studies describing dental treatment of nonmilitary personnel in a military theater of operations is sparse. The primary objective of this study is to determine the number of dental emergencies (DEs) and the types of dental treatment rendered on non-U.S. military (civilian) personnel treated by Navy dentists in 2007-2008 in Iraq and 2009 in Afghanistan. The second objective is to compare the type of DE treatment procedures provided to civilian personnel to the type of DE treatment procedures performed on U.S. military personnel.

MATERIALS AND METHODS: Navy Dental Officers documented the diagnoses of unscheduled DEs. All treatment provided was described at the time of treatment using the Current Dental Terminology codes of the American Dental Association. Current Dental Terminology Code A0145 (2007 and earlier) and A0199 (2008 onward) in the patient encounter indicated a DE. This study is limited to DE occurring in (1) patient categories: U.S. civilian employees, other beneficiaries of the U.S. Government, foreign national civilian/dependents, and civilian, no government connection and (2) U.S. military service members. Chi-square analysis was performed to compare the proportion of dental treatment category procedures on civilian patients compared to those on U.S. military patients.

RESULTS: During the reporting period, 308 patients were treated for DE in Afghanistan. Civilians treated accounted for 18.5% (n = 57) of all DEs. Nearly 93.0% of civilians who were treated were U.S. (DoD) civilian employees. Of the 57 civilian patients treated for DE, 61.4% of patients (n = 35) received oral surgery. There were 251 U.S. military patient encounters (81.5% of all DEs). Restorative dentistry was the most common dental procedure for military personnel DE. When comparing civilian and military patients, civilian patients are statistically more likely than military patients to receive oral surgery treatment for DE (P < .00001). In Iraq, 3,198 patients were treated for DE during the reporting period. Civilians treated accounted for 18.8% (n = 601) of all DEs. About 56.9% (n = 342) of civilians who were treated were U.S. contract employees. Of the 601 civilian patients treated for DE, 37.1% (n = 223) received oral surgery. There were 2,597 U.S. military patient DE encounters, and restorative dentistry was the most common dental procedure. When comparing civilian and U.S. military patients in Iraq, civilians are statistically less likely to have their DE treated by restorative dentistry (P < .00001) and are more likely have it treated by oral surgery/extractions (P < .00001). It is significantly more likely for civilians to have multiple categories of DE that must be treated (P< .00001).

CONCLUSIONS: The primary group of civilians treated for DE in Afghanistan was U.S. civilian employees. The primary group of civilians treated for DE in Iraq were contract employees of the U.S. Government. The primary dental treatment of civilian beneficiaries in both the theaters of operation was oral surgery. This brings into question what dental fitness standards are there for primarily U.S. civilian and contract employees.

PMID:38696117 | DOI:10.1093/milmed/usae163

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Beneficial Effects of Concomitant Long-Acting Injectable Antipsychotics on Time to Rehospitalization in Patients With Treatment-Resistant Schizophrenia Receiving Clozapine: A Retrospective Cohort Study

J Clin Psychiatry. 2024 May 1;85(2):23m15071. doi: 10.4088/JCP.23m15071.

ABSTRACT

Introduction: This study aimed to assess the association between long-acting injectable (LAI) antipsychotic prescription and the risk of psychiatric hospitalization in patients with treatment-resistant schizophrenia (TRS) receiving clozapine.

Methods: In this retrospective cohort study at a single tertiary psychiatric center, we analyzed rehospitalization hazard ratios (HRs) in refractory schizophrenia patients, classified by DSM-IV-TR and DSM-5 criteria. We examined various psychotropic regimens-clozapine with or without other oral antipsychotics (OAPs) or LAI antipsychotics. Subgroups were stratified by daily clozapine dosage and previous admissions.

Results: A total of 719 patients were included in the study. Analyses were conducted on all the patients over 3- month, 6-month, and 1-year periods. Patients treated with a combination of clozapine and LAI antipsychotics (CLO + LAI) had a significantly higher number of previous hospitalizations (P = .003), and a higher daily dose of clozapine (P < .001) was found in the CLO + OAP group than in the CLO (monotherapy) group and the CLO + LAI group. Patients treated with LAI antipsychotic comedication had significantly lower HRs for rehospitalization in 1 year among 3 studied groups. Moreover, the protective effects of LAI antipsychotics were observed in all the subgroups stratified by daily clozapine dosage and number of previous admissions to represent disease severity.

Conclusion: The combination of clozapine and LAI antipsychotics was associated with a significantly lower risk of rehospitalization compared to both the combination of clozapine and OAPs and clozapine monotherapy. The use of LAI antipsychotics should be considered to prevent rehospitalization in patients with TRS who are already being treated with clozapine.

PMID:38696112 | DOI:10.4088/JCP.23m15071

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The Africa non-communicable diseases (NCD) Open Lab: Impact of a portfolio of clinical studies to deepen the understanding of NCDs in sub-Saharan Africa

J Glob Health. 2024 May 3;14:04065. doi: 10.7189/jogh.14.04065.

ABSTRACT

BACKGROUND: Clinical research in sub-Saharan Africa (SSA) has often focussed on communicable diseases. However, with the increasing burden of non-communicable diseases (NCDs), there is a need for Africa-specific NCD research.

METHODS: GSK established the Africa NCD Open Lab in 2014. Three calls for proposals were advertised through various media channels. An external independent scientific advisory board, predominantly representing African scientists and NCD experts, reviewed and selected projects to receive funding. An additional programme in the Africa NCD Open Lab was designed to build statistical capability by supporting training initiatives. We assessed the impact of the Africa NCD Open Lab in three ways: scientific quality with impact; research training and professional development; and research environments. We captured metrics through regular reports/interactions with researchers; via a final report; and through exit interviews with principal investigators.

RESULTS: Twenty projects in 11 African countries were funded; reports from 18 completed projects are available (data capture is ongoing). Overall, 139 articles have been published in peer-reviewed journals and other data have been presented at conferences and other forums. Most completed projects led to positive outcomes, such as further research, informing policy, or positively impacting clinical care, including three projects that saw changes to regional or national practice guidelines: the CREOLE study in Nigeria; the African Severe Asthma Program in Uganda; and the African Prospective Study on the Early Detection and Identification of Cardiovascular Disease and Hypertension in South Africa. Participation in the Africa NCD Open Lab led to the award of 34 grants related to or influenced by increased research capacity or experience. Significant professional development related to the projects also occurred with higher-level degrees being awarded, including 30 MScs, 30 PhDs, and nine postdoctoral fellowships. Through these projects, research capacity was strengthened across the region by equipping core research facilities, training research staff, strengthening research support services, and supporting the expansion of investigator networks.

CONCLUSIONS: The completed Africa NCD Open Lab projects demonstrate high-quality research outcomes addressing important health challenges with potential benefits to African populations. Based on the success of the Africa NCD Open Lab, additional funding has been secured to extend the Open Lab initiative.

PMID:38695258 | DOI:10.7189/jogh.14.04065

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Nevin Manimala Statistics

Predictive DNA damage signaling for low‑dose ionizing radiation

Int J Mol Med. 2024 Jun;53(6):56. doi: 10.3892/ijmm.2024.5380. Epub 2024 May 2.

ABSTRACT

Numerous studies have attempted to develop biological markers for the response to radiation for broad and straightforward application in the field of radiation. Based on a public database, the present study selected several molecules involved in the DNA damage repair response, cell cycle regulation and cytokine signaling as promising candidates for low‑dose radiation‑sensitive markers. The HuT 78 and IM‑9 cell lines were irradiated in a concentration‑dependent manner, and the expression of these molecules was analyzed using western blot analysis. Notably, the activation of ataxia telangiectasia mutated (ATM), checkpoint kinase 2 (CHK2), p53 and H2A histone family member X (H2AX) significantly increased in a concentration‑dependent manner, which was also observed in human peripheral blood mononuclear cells. To determine the radioprotective effects of cinobufagin, as an ATM and CHK2 activator, an in vivo model was employed using sub‑lethal and lethal doses in irradiated mice. Treatment with cinobufagin increased the number of bone marrow cells in sub‑lethal irradiated mice, and slightly elongated the survival of lethally irradiated mice, although the difference was not statistically significant. Therefore, KU60019, BML‑277, pifithrin‑α, and nutlin‑3a were evaluated for their ability to modulate radiation‑induced cell death. The use of BML‑277 led to a decrease in radiation‑induced p‑CHK2 and γH2AX levels and mitigated radiation‑induced apoptosis. On the whole, the present study provides a novel approach for developing drug candidates based on the profiling of biological radiation‑sensitive markers. These markers hold promise for predicting radiation exposure and assessing the associated human risk.

PMID:38695243 | DOI:10.3892/ijmm.2024.5380

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A global systematic review and meta-analysis on the babesiosis in dogs with special reference to Babesia canis

Vet Med Sci. 2024 May;10(3):e1427. doi: 10.1002/vms3.1427.

ABSTRACT

BACKGROUND: Canine babesiosis is a clinically significant tick-transmitted disease caused by several species of the intraerythrocytic protozoan parasite Babesia, which result in a wide range of clinical manifestations, from mild, transient infection to serious disease and even death.

OBJECTIVES: The current study aimed to estimate the global prevalence and associated risk factors of Babesia in dogs.

METHODS: Multiple databases (PubMed, Scopus, ProQuest, Web of Science and Google Scholar) were searched for relevant literature published from January 2000 up to December 2022. The statistical analyses were performed based on the R software (version 3.6) meta-package.

RESULTS: Out of 23,864 publications, 229 studies met the inclusion criteria. The pooled prevalence of canine babesiosis was 0.120 (95% CI; 0.097-0.146). The highest pooled prevalence was found in Europe (0.207, 95% CI; 0.097-0.344). Among several species, Babesia canis was the most prevalent parasite (0.216, 95% CI; 0.056-0.441). The highest pooled prevalence of Babesia in dogs was observed in the summer season (0.097, 95% CI; 0.040-0.174).

CONCLUSIONS: Regular screening and appropriate control strategies are recommended for the prevention of transmission of tick-borne disease transmission among dogs.

PMID:38695207 | DOI:10.1002/vms3.1427

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Health Consequences Management in a Multi-Hazard Context: A Systematic Review of the Coincidence of Flood and the COVID-19 Pandemic

Disaster Med Public Health Prep. 2024 May 2;18:e84. doi: 10.1017/dmp.2024.46.

ABSTRACT

OBJECTIVES: The co-occurring flood and coronavirus disease (COVID-19) increase the consequences for health and life. This study examined the strategies to manage the health consequences of the co-occurring flood and COVID-19, with a specific focus on these 2 challenges.

METHODS: This review included all the studies published in peer-reviewed journals between January 1980 and June 2021. Several electronic databases were searched, including Scopus, Web of Science, and PubMed. Mixed Methods Appraisal Tools (MMT), version 2018, assessed the articles retrieved through a comprehensive and systematic literature search. Descriptive and thematic analyses were carried out to derive strategies for managing the health consequences of the simultaneous flood and COVID-19.

RESULTS: Among 4271 identified articles, 10 were eligible for inclusion. In total, 199 strategies were identified in this review for managing the multi-hazard health consequences of flooding and COVID-19, which were classified into 9 categories and 25 subcategories. The categories included policy making and decision making, coordination, risk communication, logistics, planning, preparedness measures, response measures, social and humanitarian support, and actions of local communities and non-governmental organizations.

CONCLUSIONS: Managing a multi-hazard and reducing its health consequences requires various actions. Flood management must be needed, and flood-affected people and their health should be protected.

PMID:38695206 | DOI:10.1017/dmp.2024.46

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Cross-Country Discrepancies in Monkeypox Vaccine Hesitancy Among Postgraduate and Undergraduate Medical Students

Disaster Med Public Health Prep. 2024 May 2;18:e82. doi: 10.1017/dmp.2024.50.

ABSTRACT

BACKGROUND: Medical students hold significant importance, as they represent the future of healthcare provision. This study aimed to explore psychological antecedents towards the monkeypox (mpox) vaccines among postgraduate and undergraduate medical students across countries.

METHODS: A cross-sectional survey was conducted among medical students aged 18 years old and above in 7 countries; Egypt, Romania, Malaysia, and Yemen, Iraq, India, and Nigeria. We used social media platforms between September 27 and November 4, 2022. An anonymous online survey using the 5C scale was conducted using snowball and convenience Sampling methods to assess the 5 psychological antecedents of vaccination (i.e., confidence, constraints, complacency, and calculation, as well as collective responsibility).

RESULTS: A total of 2780 participants were recruited. Participants’ median age was 22 years and 52.1% of them were males. The 5C psychological antecedents of vaccination were as follows: 55% were confident about vaccination, 10% were complacent, 12% experienced constraints, and 41% calculated the risk and benefit. Lastly, 32% were willing to be vaccinated for the prevention of infection transmission to others. The Country was a significant predictor of confidence, complacency, having constraints, and calculation domains (P < 0.001). Having any idea about the mpox vaccine was linked to 1.6 times higher odds of being more confident [OR = 1.58 (95% CI, 1.26-1.98), P < 0.001] Additionally, living in a rural area significantly increased complacency [OR = 1.42 (95% CI, 1.05-1.95), P = 0.024] as well as having anyone die from mpox [OR = 3.3 (95% CI, 1.64-6.68), P < 0.001]. Education level was associated with increased calculation [OR = 2.74 (95% CI, 1.62-4.64), P < 0.001]. Moreover, being single and having no chronic diseases significantly increased the calculation domain [OR = 1.40 (95% CI, 1.06-1.98), P = 0.02] and [OR = 1.54 (95% CI, 1.10-2.16), P = 0.012] respectively. Predictors of collective responsibility were age 31-45 years [OR = 2.89 (95% CI, 1.29-6.48), P = 0.01], being single [OR = 2.76 (95% CI, 1.94 -3.92), P < 0.001], being a graduate [OR = 1.59 (95% CI (1.32-1.92), P < 0.001], having no chronic disease [OR = 2.14 (95% CI, 1.56-2.93), P < 0.001], and not knowing anyone who died from mpox [OR = 2.54 (95% CI, 1.39-4.64), P < 0.001), as well as living in a middle-income country [OR = 0.623, (95% CI, 0.51-0.73), P < 0.001].

CONCLUSIONS: This study underscores the multifaceted nature of psychological antecedents of vaccination, emphasizing the impact of socio-demographic factors, geographic location, and awareness, as well as previous experiences on individual attitudes and collective responsibility towards vaccination.

PMID:38695200 | DOI:10.1017/dmp.2024.50

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Relationship Between Disaster Response Self-Efficacy and Disaster Preparedness in Nursing Students: After-Earthquake Study

Disaster Med Public Health Prep. 2024 May 2;18:e83. doi: 10.1017/dmp.2024.69.

ABSTRACT

OBJECTIVE: This study was conducted to reveal the relationship between nursing students’ disaster response self-efficacy and their disaster preparedness perceptions.

METHODS: This cross-sectional study was conducted on nursing students after a major earthquake that occurred in Turkey on February 6, 2023 (n = 302). Data collection took place from June 2023 to October 2023, using the Disaster Response Self-Efficacy Scale (DRSES) and Disaster Preparedness Perception Scale (DPPS). Descriptive statistics, independent samples t-test, correlation, and multiple linear regression analysis were used to analyze the data.

RESULTS: Nursing students’ DRSES mean score was 63.35 ± 10.83 (moderate level) and DPPS mean score was 3.41 ± 0.50 (high level). A positive and moderate correlation was found between nursing students’ DRSES and DPPS scores (r = 0.515; P = 0.000). Predictors affecting nursing students’ disaster preparedness are disaster response self-efficacy score, being male, and making a family disaster plan.

CONCLUSIONS: The results of this study highlight the importance of increasing the disaster response self-efficacy needed by nursing students to successfully assist patients in disaster situations.

PMID:38695197 | DOI:10.1017/dmp.2024.69