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Nevin Manimala Statistics

Which therapist perceptions best predict client outcomes? A naturalistic examination

J Marital Fam Ther. 2022 Sep 23. doi: 10.1111/jmft.12611. Online ahead of print.

ABSTRACT

Examining associations between therapists’ perceptions of therapy sessions and client-reported outcomes in naturalistic settings (real-life therapy settings) can provide valuable guidance for the assessment, treatment, and monitoring of clients. This study included data of 1334 sessions from 127 clients (86 individual and 41 couple cases) and 15 therapists, collected at a therapy training center. Clients reported their personal functioning and individual symptoms before each session. Therapists rated clients’ participation, receptivity, session progress, goal progress, and therapeutic alliance at the end of each therapy session. Multilevel Structural Equation Modeling analyses revealed that therapist-rated client participation and goal progress predicted better personal functioning, beyond clients’ previous personal functioning scores. In contrast, none of therapist-rated session variables predicted clients’ individual symptoms, beyond previous symptom scores. Power analyses suggested sufficient statistical power to detect small effect sizes. Findings of the current study have clinical implications for treatment planning and progress monitoring.

PMID:36150140 | DOI:10.1111/jmft.12611

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Nevin Manimala Statistics

Assessing co-occurring mental health conditions in a multidisciplinary Down syndrome clinic and the role of family history

Am J Med Genet A. 2022 Aug 12. doi: 10.1002/ajmg.a.62948. Online ahead of print.

ABSTRACT

Compared to the general population, individuals with Down syndrome (DS) are at a significantly increased risk to develop mental health conditions. This study sought to examine individuals with DS and co-existing mental health comorbidities at one DS specialty clinic. Retrospective chart review of medical records including demographics, genetic testing history, personal and familial mental health history, referrals for mental health indications, and recommendations was performed. Summary statistics, logistic regression, and log of odds were converted to odd ratios to assess associations and significance. The charts of 327 patients, average 19.4 years of age (1-70), were reviewed. Nearly half the participants (42.2%) had at least one diagnosis of a mental health condition. Those with a family history were significantly more likely to have a personal diagnosis of a mental health condition than those without a family history (p < 0.01). Moreover, those who completed referrals often received medical management recommendations (86%). This study highlights the prevalence of mental health comorbidities among individuals with DS, and the referral process for mental health conditions, at one DS specialty clinic. Further research is needed to investigate our family history findings, and to determine if these results are generalizable across other DS clinics.

PMID:36150133 | DOI:10.1002/ajmg.a.62948

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Nevin Manimala Statistics

Spatiotemporal monitoring of myxomatosis in European wild rabbit (Oryctolagus cuniculus) in Spanish Mediterranean ecosystems

Transbound Emerg Dis. 2022 Sep 23. doi: 10.1111/tbed.14709. Online ahead of print.

ABSTRACT

A long-term active epidemiological surveillance programme was conducted to determine seroprevalence to myxoma virus (MYXV), infection prevalence and spatiotemporal patterns and factors associated with MYXV circulation in wild rabbits (Oryctolagus cuniculus) in Spanish Mediterranean ecosystems. A total of 2,376 animals were sampled over four study periods: 2009-2012 (P1), 2012-2015 (P2), 2015-2018 (P3) and 2018-2021 (P4). Antibodies against MYXV were detected by a commercial indirect ELISA in 59.9% (1,424/2,376; 95%CI: 58.0-61.9) of wild rabbits. At least one seropositive animal was detected on 131 (96.3%) of 136 game estates sampled. MYXV infection was confirmed by PCR in 94 of 1,063 (8.8%; 95%CI: 7.3-10.7) wild rabbits. Circulation of the novel recombinant MYXV (ha-MYXV) was not found in wild rabbits analysed during P4. Five statistically significant spatiotemporal clusters of high MYXV seroprevalence were identified using a Bernoulli model: one in P2 and four in P3. A generalized linear mixed model (GLMM) analysis identified sampling season (autumn), age (adult and juvenile), outbreaks of myxomatosis in the month prior to sampling, mean annual temperature, humidity and seropositivity to rabbit haemorrhagic disease virus as factors potentially linked with MYXV seropositivity. GLMM analysis identified outbreaks of myxomatosis in the month prior to sampling, MYXV seropositivity and presence of lesions compatible with myxomatosis as factors associated with MYXV infection. The results indicate high exposure, widespread but non-homogeneous distribution, and endemic circulation of MYXV in wild rabbit populations in southern Spain during the last decade. Prevalence of antibodies against MYXV showed fluctuations both within the year and over the study periods, revealing variations in the immunity of wild rabbit populations in Mediterranean ecosystems that could increase the risk of MYXV re-emergence in immunologically naïve populations. The present study highlights the importance of long-term surveillance to better understand the epidemiology of MYXV in wild lagomorphs. This article is protected by copyright. All rights reserved.

PMID:36150087 | DOI:10.1111/tbed.14709

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Evaluation of the Posterior Tilt Angle in Predicting Failure of Nondisplaced Femoral Neck Fractures After Internal Fixation: A Systematic Review

J Orthop Trauma. 2022 Sep 23. doi: 10.1097/BOT.0000000000002490. Online ahead of print.

ABSTRACT

OBJECTIVE: This systematic review and meta-analysis aimed to evaluate the posterior tilt angle (PTA) in predicting treatment failure after internal fixation of nondisplaced femoral neck fractures as graded by the Garden classification, which is based solely on anterior-posterior radiographic evaluation.

DATA SOURCES: A search was conducted of all published literature in the following databases from inception to December 20, 2021: PubMed, EMBASE, Cochrane Library, Web of Science, Scopus, and ClinicalTrials.gov.

STUDY SELECTION: We included English-language randomized controlled trials, prospective and retrospective cohort studies that reported malunion/nonunion, avascular necrosis, fixation failure, or reoperations in patients with nondisplaced femoral neck fractures treated with internal fixation who were evaluated for PTA using either lateral radiograph or computed tomography (CT).

DATA EXTRACTION: All abstract, screening, and quality appraisal was conducted independently by two authors. Data from included studies was extracted manually and summarized. The Methodological Index for Non-Randomized Studies criteria was used for quality appraisal.

DATA SYNTHESIS: Odds ratios (OR) with 95% confidence intervals (CI) were calculated for treatment failure, defined as nonunion/malunion, AVN, fixation failure, or reoperation, in cases involving preoperative PTA ≥20 degrees and <20 degrees. Statistical significance was set at p<0.05.

RESULTS: Nondisplaced femoral fractures with PTA>20 degrees had a 24% rate of treatment failure compared to 12% for those <20 degrees (OR, 3.21 [95% CI, 1.95-5.28]; p<0.001).

CONCLUSION: PTA is a predictor of treatment failure in nondisplaced femoral neck fractures treated with internal fixation. Nondisplaced femoral neck fractures with a PTA >20 degrees may warrant alternative treatment modalities.

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

PMID:36150078 | DOI:10.1097/BOT.0000000000002490

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The pain and depressive symptoms cascade: A bidirectional analysis of the Mexican Health and Aging Study 2012-2015

Int J Geriatr Psychiatry. 2022 Oct;37(10). doi: 10.1002/gps.5812.

ABSTRACT

OBJECTIVES: The association of pain and depression has not been evaluated in low- and middle-income countries, which have a disproportionate burden of pain compared to high-income countries.

METHODS: Using data from the Mexican Health and Aging Study (baseline, 2012; follow-up, 2015), we examined the bidirectional relationship between pain and depressive symptoms and identified shared predictors among community-dwelling participants ≥60 years (n = 7237). Multivariable logistic regressions models evaluated the association between (1) baseline pain and incident elevated depressive symptoms and (2) baseline depressive symptoms and incident pain, adjusting for demographic, socioeconomic, and health-related factors. Models included inverse probability weights and evaluated interactions by gender.

RESULTS: Participants (55.0% women) were on average 69.1 years old. Over half reported no pain (60.7%) and low/no depressive symptoms (67.9%) in 2012, of which, 20.2% reported elevated depressive symptoms and 25.3% self-reported pain in 2015. Baseline pain was associated with higher odds of incident elevated depressive symptoms (aOR 1.65; 95% CI, 1.41-1.93). Baseline elevated depressive symptoms were associated with higher odds of developing pain (aOR 1.57; 95% CI, 1.32-1.87). Age, gender, self-rated health, and activity of daily living limitations were shared risk factors for pain and elevated depressive symptomatology onset. Although the incidence of elevated depressive symptoms and pain was higher in women, there were no statistically significant interactions.

CONCLUSIONS: Older adults with pain or depression may be at risk for developing the other. These shared predictors could help identify patients in clinical settings, where pain and depression are often overlooked, reducing the cascading risk of this comorbidity.

PMID:36150063 | DOI:10.1002/gps.5812

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Impact and perceived value of iGeriCare e-learning amongst dementia care partners and others: Pilot evaluation using the IAM4all questionnaire

JMIR Aging. 2022 Sep 22. doi: 10.2196/40357. Online ahead of print.

ABSTRACT

BACKGROUND: Care partners of people living with dementia may benefit from online education. We developed iGeriCare, an award-winning internet-based platform with 12 multimedia e-learning lessons about dementia.

OBJECTIVE: Our objective was to evaluate users’ perceptions of impact.

METHODS: From March 17, 2021-May 16, 2022, data were collected upon lesson completion. We used the content-validated Information Assessment Method for patients and the public (IAM4all) adapted for dementia care partners. The IAM4all questionnaire assesses outcomes of online consumer health information. Responses were collected using SurveyMonkey and data was analyzed using IBM SPSS Statistics (v.28).

RESULTS: 409 responses were collected, with 95% of survey respondents completing the survey. 179 of 409 (43.8%) identified as a family or friend care partner, and 84 of 409 (20.5%) as an individual concerned they may have mild cognitive impairment (MCI) or dementia. 380 of 409 (92.9%) identified the lesson as relevant or very relevant, and 403 of 409 (98.5%) understood the lesson well or very well. Over half of respondents felt they were motivated to learn more, taught something new, or validated in what they do, while some felt reassured or that the lesson refreshed their memory. 401 of 409 (98.0%) said they would use the information; in particular, to better understand something, discuss the information with someone else, do things differently, or do something.

CONCLUSIONS: Users identified iGeriCare as relevant, beneficial, and that they would use the information. To our knowledge, this is the first time the IAM4all has been used to assess patient and caregiver feedback on internet-based dementia education resources. A randomized controlled trial to study feasibility and impact on caregiver knowledge, self-efficacy, and burden is in progress.

PMID:36150051 | DOI:10.2196/40357

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Nevin Manimala Statistics

Identification of Unequal Flow-Carrying Capabilities of Choke Vessels in Rat Abdominal Flaps

Ann Plast Surg. 2022 Oct 1;89(4):451-458. doi: 10.1097/SAP.0000000000003300.

ABSTRACT

BACKGROUND: Although the angiosome concept is a well-accepted theory, unexpected necrosis suggests that other factors can influence the flap survival. Our study uses the rat model to explore the flow capacity of the choke vessels across 2 angiosomes.

METHODS: The medioventral line of Sprague-Dawley rats’ abdominal flap was equally divided into 4 sections, which were preserved in 7 different groups (n = 6/group): A, no dissection; B to D, preserve the inferior 1/4, 2/4, and 3/4 sections; E to G, preserve the superior 1/4, 2/4, and 3/4 sections. The ratio (%) of the survival area of the distal/proximal territory was calculated. Indocyanine green, lead-oxide gel imaging, hematoxylin and eosin, and CD31 histology tests were performed.

RESULTS: Compared with 96.0 ± 1.4% flap survival in group A, groups B, C, and D had distal territory flap loss (34.8% ± 4.1%, 65.0% ± 3.7%, and 94.3% ± 3.1% respectively). Group E lost the majority of the distal territory (3.5% ± 2.4%), whereas groups F and G (15.5% ± 3.8% and 79.2% ± 3.3%, respectively) had larger flap survival. Except for groups A and D, each of the other 2 groups showed statistically significant results (P < 0.001). Indocyanine green indicated no blood flow at the superior 1/4 part. Lead-oxide gel and histology showed that the choke vessels residing along the medioventral line had no significant difference.

CONCLUSIONS: Choke vessels do not carry blood flow equally. Two categories of choke vessels-“resting” and “active”-are proposed. The “active” form has variable flow carrying capabilities when the flap is harvested in different designs.

PMID:36149984 | DOI:10.1097/SAP.0000000000003300

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Comparison of the Results of Suture and Resorbable Plate-Screw Fixation in Craniosynostosis

Ann Plast Surg. 2022 Oct 1;89(4):385-390. doi: 10.1097/SAP.0000000000003286.

ABSTRACT

BACKGROUND: Although many fixation methods are used alone or in combination for craniosynostosis, only few studies have compared the effectiveness and long-term results of these methods.

METHOD: In this study, patients in whom suture or resorbable plate-screw system was used for fixation were evaluated in terms of postoperative results and complications. The data of patients who underwent surgery for craniosynostosis between 2002 and 2019 were retrospectively reviewed and evaluated.

RESULTS: A total of 70 patients, 41 in the suture group and 29 in the resorbable plate-screw group, were included in the study. Whitaker classification was used for head shape evaluation, and anthropometric head circumference measurements were performed in all patients in the preoperative and postoperative periods. In the postoperative period, all patients were compared in terms of the operation time, transfusion requirement, discharge, follow-up period, and complications according to the chosen fixation method.The mean age, postoperative complication rates, anthropometric head circumference measurements, and Whitaker scores of both groups were found to be statistically similar. Although the resorbable plate-screw group had a longer follow-up period, the operation time was longer in the suture group. Furthermore, the suture group had lower transfusion requirement and earlier discharge from the hospital than the resorbable plate-screw group.

CONCLUSIONS: If fixation with suture is chosen in suitable patients, in addition to the low patient cost, this method can be safely applied in centers with limited logistical possibilities, because of the results and complication rates being similar to fixation with resorbable plate-screws.

PMID:36149978 | DOI:10.1097/SAP.0000000000003286

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Long-Term Follow-up in Labiaplasty in 414 Women: A Single-Center Experience in China

Ann Plast Surg. 2022 Oct 1;89(4):353-357. doi: 10.1097/SAP.0000000000003264. Epub 2022 Aug 9.

ABSTRACT

Women with labial hypertrophy may opt for labiaplasty. The aim of the study was to analyze the complications, long-term follow-up of clinical outcomes and satisfaction in this population over the past 10 years.All women who underwent labiaplasty with or without clitoral hood reduction at our center between January 2008 and August 2020 were retrospectively identified. Retrospective study was conducted, recording follow-up outcomes, motivations, techniques, postoperative complications, reasons requiring reoperation, and surgical satisfaction concerned different clinical characteristics. A concrete analysis of each specific outcome and a detailed knowledge of these procedures were performed.A total of 52.41% reported functional impairment, 20.25% cited aesthetics complains, and 27.34% were motivated by both the previously mentioned reasons. Women undergoing surgical correction sometimes mixed with various psychological aspects. A total of 91.06% reported that they were moderately (6.04%) or extremely (85.02%) satisfied with the outcomes after surgery, and 37 (8.94%) reported dissatisfied. Revision surgery was needed in a small number of patients (n = 7 of 414 patients, 1.69%) because of undesirable appearance. The most common complication in our patients was asymmetry (6.28%). Women requested labiaplasty in the last 2 reasons or procedures or without psychological distress were more likely feel satisfied with the results (satisfaction rate >90%). There was a significant difference in satisfaction among the 3 concerns as well as between the 2 kinds of psychological conditions (P < 0.05). Satisfaction of patients with aesthetic complains compared with the other 2 worries was significantly lower (P < 0.05). There was no significant difference among the 3 procedures in this comparison group (P > 0.05). In addition, satisfaction in labiaplasty with or without clitoral hoodoplasty, neither of which was statistically different (P > 0.05). Patients aged 30 to 39 years reported the lowest satisfaction in comparison with the other age groups.Labiaplasty of the labia minora is the most commonly performed genital cosmetic surgery procedure. This study on 414 patients demonstrated that it is associated with a high degree of patient satisfaction and low morbidity and provided evidence of safety and effectiveness preliminary, indicating that the procedure may be regarded as safe.

PMID:36149975 | DOI:10.1097/SAP.0000000000003264

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Machine learning for cell type classification from single nucleus RNA sequencing data

PLoS One. 2022 Sep 23;17(9):e0275070. doi: 10.1371/journal.pone.0275070. eCollection 2022.

ABSTRACT

With the advent of single cell/nucleus RNA sequencing (sc/snRNA-seq), the field of cell phenotyping is now a data-driven exercise providing statistical evidence to support cell type/state categorization. However, the task of classifying cells into specific, well-defined categories with the empirical data provided by sc/snRNA-seq remains nontrivial due to the difficulty in determining specific differences between related cell types with close transcriptional similarities, resulting in challenges with matching cell types identified in separate experiments. To investigate possible approaches to overcome these obstacles, we explored the use of supervised machine learning methods-logistic regression, support vector machines, random forests, neural networks, and light gradient boosting machine (LightGBM)-as approaches to classify cell types using snRNA-seq datasets from human brain middle temporal gyrus (MTG) and human kidney. Classification accuracy was evaluated using an F-beta score weighted in favor of precision to account for technical artifacts of gene expression dropout. We examined the impact of hyperparameter optimization and feature selection methods on F-beta score performance. We found that the best performing model for granular cell type classification in both datasets is a multinomial logistic regression classifier and that an effective feature selection step was the most influential factor in optimizing the performance of the machine learning pipelines.

PMID:36149937 | DOI:10.1371/journal.pone.0275070