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Medcalf E, Turner RM, Espinoza D, He V, Bell KJL. Addressing missing outcome data in randomised controlled trials: A methodological scoping review. Contemp Clin Trials 2024; 143:107602. [PMID: 38857674 DOI: 10.1016/j.cct.2024.107602] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2024] [Revised: 05/20/2024] [Accepted: 06/05/2024] [Indexed: 06/12/2024]
Abstract
BACKGROUND Missing outcome data is common in trials, and robust methods to address this are needed. Most trial reports currently use methods applicable under a missing completely at random assumption (MCAR), although this strong assumption can often be inappropriate. OBJECTIVE To identify and summarise current literature on the analytical methods for handling missing outcome data in randomised controlled trials (RCTs), emphasising methods appropriate for data missing at random (MAR) or missing not at random (MNAR). STUDY DESIGN AND SETTING We conducted a methodological scoping review and identified papers through searching four databases (MEDLINE, Embase, CENTRAL, and CINAHL) from January 2015 to March 2023. We also performed forward and backward citation searching. Eligible papers discussed methods or frameworks for handling missing outcome data in RCTs or simulation studies with an RCT design. RESULTS From 1878 records screened, our search identified 101 eligible papers. 90 (89%) papers described specific methods for addressing missing outcome data and 11 (11%) described frameworks for overall methodological approach. Of the 90 methods papers, 30 (33%) described methods under the MAR assumption, 48 (53%) explored methods under the MNAR assumption and 11 (12%) discussed methods under a hybrid of MAR and MNAR assumptions. Control-based methods under the MNAR assumption were the most common method explored, followed by multiple imputation under the MAR assumption. CONCLUSION This review provides guidance on available analytic approaches for handling missing outcome data, particularly under the MNAR assumption. These findings may support trialists in using appropriate methods to address missing outcome data.
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Affiliation(s)
- Ellie Medcalf
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia.
| | - Robin M Turner
- Biostatistics Centre, University of Otago, Dunedin, New Zealand
| | - David Espinoza
- National Health and Medical Research Council Clinical Trials Centre, The University of Sydney, Sydney, New South Wales, Australia
| | - Vicky He
- The Florey Institute of Neuroscience and Mental Health, University of Melbourne, Melbourne, Victoria, Australia
| | - Katy J L Bell
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
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Kelley AT, Incze MA, Baumgartner M, Campbell ANC, Nunes EV, Scharfstein DO. Predictors of urine toxicology and other biologic specimen missingness in randomized trials of substance use disorders. Drug Alcohol Depend 2024; 261:111368. [PMID: 38896944 DOI: 10.1016/j.drugalcdep.2024.111368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 04/08/2024] [Accepted: 06/06/2024] [Indexed: 06/21/2024]
Abstract
BACKGROUND High levels of missing outcome data for biologically confirmed substance use (BCSU) threaten the validity of substance use disorder (SUD) clinical trials. Underlying attributes of clinical trials could explain BCSU missingness and identify targets for improved trial design. METHODS We reviewed 21 clinical trials funded by the NIDA National Drug Abuse Treatment Clinical Trials Network (CTN) and published from 2005 to 2018 that examined pharmacologic and psychosocial interventions for SUD. We used configurational analysis-a Boolean algebra approach that identifies an attribute or combination of attributes predictive of an outcome-to identify trial design features and participant characteristics associated with high levels of BCSU missingness. Associations were identified by configuration complexity, consistency, coverage, and robustness. We limited results using a consistency threshold of 0.75 and summarized model fit using the product of consistency and coverage. RESULTS For trial design features, the final solution consisted of two pathways: psychosocial treatment as a trial intervention OR larger trial arm size (complexity=2, consistency=0.79, coverage=0.93, robustness score=0.71). For participant characteristics, the final solution consisted of two pathways: interventions targeting individuals with poly- or nonspecific substance use OR younger age (complexity=2, consistency=0.75, coverage=0.86, robustness score=1.00). CONCLUSIONS Psychosocial treatments, larger trial arm size, interventions targeting individuals with poly- or nonspecific substance use, and younger age among trial participants were predictive of missing BCSU data in SUD clinical trials. Interventions to mitigate missing data that focus on these attributes may reduce threats to validity and improve utility of SUD clinical trials.
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Affiliation(s)
- A Taylor Kelley
- Division of General Internal Medicine, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA; Greater Intermountain Node, National Institute on Drug Abuse Clinical Trial Network, Program of Addiction Research, Clinical Care, Knowledge, and Advocacy (PARCKA), Division of Epidemiology, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA; Informatics, Decision Enhancement, and Analytic Sciences (IDEAS) Center, VA Salt Lake City Health Care System, Salt Lake City, UT, USA; Vulnerable Veteran Patient-Aligned Care Team, VA Salt Lake City Health Care System, Salt Lake City, UT, USA.
| | - Michael A Incze
- Division of General Internal Medicine, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA; Greater Intermountain Node, National Institute on Drug Abuse Clinical Trial Network, Program of Addiction Research, Clinical Care, Knowledge, and Advocacy (PARCKA), Division of Epidemiology, Department of Internal Medicine, University of Utah School of Medicine, Salt Lake City, UT, USA
| | | | - Aimee N C Campbell
- New York State Psychiatric Institute, Division on Substance Use Disorders, New York, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
| | - Edward V Nunes
- New York State Psychiatric Institute, Division on Substance Use Disorders, New York, NY, USA; Department of Psychiatry, Columbia University Irving Medical Center, New York, NY, USA
| | - Daniel O Scharfstein
- Division of Biostatistics, Department of Population Health Sciences, University of Utah School of Medicine, Salt Lake City, UT, USA
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Nguyen M, Amanian A, Wei M, Prisman E, Mendez-Tellez PA. Predicting Tracheostomy Need on Admission to the Intensive Care Unit-A Multicenter Machine Learning Analysis. Otolaryngol Head Neck Surg 2024. [PMID: 39077854 DOI: 10.1002/ohn.919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 06/12/2024] [Accepted: 07/06/2024] [Indexed: 07/31/2024]
Abstract
OBJECTIVE It is difficult to predict which mechanically ventilated patients will ultimately require a tracheostomy which further predisposes them to unnecessary spontaneous breathing trials, additional time on the ventilator, increased costs, and further ventilation-related complications such as subglottic stenosis. In this study, we aimed to develop a machine learning tool to predict which patients need a tracheostomy at the onset of admission to the intensive care unit (ICU). STUDY DESIGN Retrospective Cohort Study. SETTING Multicenter Study of 335 Intensive Care Units between 2014 and 2015. METHODS The eICU Collaborative Research Database (eICU-CRD) was utilized to obtain the patient cohort. Inclusion criteria included: (1) Age >18 years and (2) ICU admission requiring mechanical ventilation. The primary outcome of interest included tracheostomy assessed via a binary classification model. Models included logistic regression (LR), random forest (RF), and Extreme Gradient Boosting (XGBoost). RESULTS Of 38,508 invasively mechanically ventilated patients, 1605 patients underwent a tracheostomy. The XGBoost, RF, and LR models had fair performances at an AUROC 0.794, 0.780, and 0.775 respectively. Limiting the XGBoost model to 20 features out of 331, a minimal reduction in performance was observed with an AUROC of 0.778. Using Shapley Additive Explanations, the top features were an admission diagnosis of pneumonia or sepsis and comorbidity of chronic respiratory failure. CONCLUSIONS Our machine learning model accurately predicts the probability that a patient will eventually require a tracheostomy upon ICU admission, and upon prospective validation, we have the potential to institute earlier interventions and reduce the complications of prolonged ventilation.
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Affiliation(s)
| | - Ameen Amanian
- Department of Surgery, Division of Otolaryngology-Head & Neck Surgery, University of British Columbia, Vancouver, Canada
| | - Meihan Wei
- Department of Biomedical Engineering-Whiting School of Engineering, Johns Hopkins University, Baltimore, USA
| | - Eitan Prisman
- Department of Surgery, Division of Otolaryngology-Head & Neck Surgery, University of British Columbia, Vancouver, Canada
| | - Pedro Alejandro Mendez-Tellez
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, USA
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de Ridder WA, van der Oest MJW, Slijper HP, Vermeulen GM, Hovius SER, Selles RW, Wouters RM. Changes in illness perception, pain catastrophizing, and psychological distress following hand surgeon consultation: A prospective study. J Psychosom Res 2024; 185:111861. [PMID: 39106547 DOI: 10.1016/j.jpsychores.2024.111861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Revised: 05/06/2023] [Accepted: 07/21/2024] [Indexed: 08/09/2024]
Abstract
BACKGROUND Baseline mindset factors are important factors that influence treatment decisions and outcomes. Theoretically, improving the mindset prior to treatment may improve treatment decisions and outcomes. This prospective cohort study evaluated changes in patients' mindset following hand surgeon consultation. Additionally, we assessed if the change in illness perception differed between surgical and nonsurgical patients. METHODS The primary outcome was illness perception, measured using the total score of the Brief Illness Perception Questionnaire (B-IPQ, range 0-80). Secondary outcomes were the B-IPQ subscales, pain catastrophizing (measured using the Pain Catastrophizing Scale (PCS)), and psychological distress (measured using the Patient Health Questionnaire-4). RESULTS A total of 276 patients with various hand and wrist conditions completed the mindset questionnaires before and after hand surgeon consultation (median time interval: 15 days). The B-IPQ total score improved from 39.7 (±10.6) before to 35.8 (±11.3) after consultation (p < 0.0001, Cohen's d = 0.36); scores also improved for the B-IPQ subscales Coherence, Concern, Emotional Response, Timeline, Treatment Control, and Identity and the PCS. There were no changes in the other outcomes. Surgical patients improved on the B-IPQ subscales Treatment Control and Timeline, while nonsurgical patients did not. CONCLUSIONS Illness perception and pain catastrophizing improved following hand surgeon consultation, suggesting that clinicians may actively influence the patients' mindset during consultations, and that they may try to enhance this effect to improve outcomes. Furthermore, surgical patients improved more in illness perceptions, indicating that nonsurgical patients may benefit from a more targeted strategy for changing mindset.
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Affiliation(s)
- Willemijn A de Ridder
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands; Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands; Hand and Wrist Center, Xpert Clinics, Eindhoven, the Netherlands; Center for Hand Therapy, Xpert Handtherapie, Eindhoven, the Netherlands.
| | - Mark J W van der Oest
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands; Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands; Hand and Wrist Center, Xpert Clinics, Eindhoven, the Netherlands
| | - Harm P Slijper
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands; Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands; Hand and Wrist Center, Xpert Clinics, Eindhoven, the Netherlands
| | - Guus M Vermeulen
- Hand and Wrist Center, Xpert Clinics, Eindhoven, the Netherlands
| | - Steven E R Hovius
- Hand and Wrist Center, Xpert Clinics, Eindhoven, the Netherlands; Department of Plastic, Reconstructive and Hand Surgery, Radboudumc University Hospital, Nijmegen, the Netherlands
| | - Ruud W Selles
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands; Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands
| | - Robbert M Wouters
- Department of Plastic, Reconstructive and Hand Surgery, Erasmus MC, Rotterdam, the Netherlands; Department of Rehabilitation Medicine, Erasmus MC, Rotterdam, the Netherlands
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Shigeta K, Kim S, Nakae R, Igarashi Y, Sakamoto T, Ogasawara T, Masuno T, Arai M, Yokobori S. Effectiveness of vacuum-assisted wound closure and mesh-mediated fascial traction in open abdomen management. Surg Today 2024:10.1007/s00595-024-02899-7. [PMID: 39043902 DOI: 10.1007/s00595-024-02899-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 07/02/2024] [Indexed: 07/25/2024]
Abstract
PURPOSE To determine the effectiveness of vacuum-assisted wound closure and mesh-mediated fascial traction (VAWCM) in patients undergoing open abdomen management (OAM). METHODS Data from cases with OAM for at least five days who were admitted to our institution between January 2011 and December 2020 were included. We compared the patient's age, sex, medical history, indication for initial surgery, APACHE II scores, indication for OAM, operative time, intraoperative blood loss, intraoperative transfusion, success of primary fascial closure (rectus fascial closure and bilateral anterior rectus abdominis sheath turnover flap method), success of planned ventral hernia, duration of OAM, and in-hospital mortality between patients undergoing VAWCM (VAWCM cases, n = 27) and vacuum-assisted wound closure (VAWC) alone (VAWC cases, n = 25). RESULTS VAWCM cases had a significantly higher success rate of primary fascial closure (70% vs. 36%, p = 0.030) and lower in-hospital mortality (26% vs. 72%, p = 0.002) than VAWC cases. A multivariate logistic regression analysis showed that VAWCM was an independent factor influencing in-hospital mortality (odds ratio, 0.14; 95% confidence interval: 0.04-0.53; p = 0.004). CONCLUSION VAWCM is associated with an increased rate of successful primary fascial closure and may reduce in-hospital mortality.
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Affiliation(s)
- Kenta Shigeta
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan.
| | - Shiei Kim
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Ryuta Nakae
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Yutaka Igarashi
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Taigo Sakamoto
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Tomoko Ogasawara
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Tomohiko Masuno
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Masatoku Arai
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
| | - Shoji Yokobori
- Department of Emergency and Critical Care Medicine, Nippon Medical School Hospital, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8603, Japan
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Lu Z, Ntlapo N, Tilly MJ, Geurts S, Aribas E, Ikram MK, de Groot NMS, Kavousi M. Burden of cardiometabolic disorders and lifetime risk of new-onset atrial fibrillation among men and women: the Rotterdam Study. Eur J Prev Cardiol 2024; 31:1141-1149. [PMID: 38307013 DOI: 10.1093/eurjpc/zwae045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 01/14/2024] [Accepted: 01/21/2024] [Indexed: 02/04/2024]
Abstract
AIMS To examine the association between the burden of cardiometabolic disorders with new-onset atrial fibrillation (AF) and lifetime risk of AF incidence among men and women. METHODS AND RESULTS Four thousand one hundred and one men and 5421 women free of AF at baseline (1996-2008) from the population-based Rotterdam Study were included. Sex-specific Cox proportional-hazards regression models were used to assess the association between the burden of cardiometabolic disorders and risk of new-onset AF. The remaining lifetime risk for AF was estimated at index ages of 55, 65, and 75 years up to age 108. Mean age at baseline was 65.5 ± 9.4 years. Median follow-up time was 12.8 years. In the fully adjusted model, a stronger association was found between a larger burden of cardiometabolic disorders and incident AF among women [hazard ratio (HR): 1.33% and 95% conference interval (CI): 1.22-1.46], compared to men [1.18 (1.08-1.29)] (P for sex-interaction <0.05). The lifetime risk for AF significantly increased with the number of cardiometabolic disorders among both sexes. At an index age of 55 years, the lifetime risks (95% CIs) for AF were 27.1% (20.8-33.4), 26.5% (22.8-30.5), 29.9% (26.7-33.2), 30.8% (25.7-35.8), and 33.3% (23.1-43.6) among men, for 0, 1, 2, 3, and ≥4 comorbid cardiometabolic disorders. Corresponding risks were 15.8% (10.5-21.2), 23.0% (19.8-26.2), 29.7% (26.8-32.6), 26.2% (20.8-31.6), and 34.2% (17.3-51.1) among women. CONCLUSION We observed a significant combined impact of cardiometabolic disorders on AF risk, in particular among women. Participants with cardiometabolic multimorbidity had a significantly higher lifetime risk of AF, especially at a young index age.
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Affiliation(s)
- Zuolin Lu
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
- School of Population Medicine and Public Health, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Noluthando Ntlapo
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Martijn J Tilly
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Sven Geurts
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Elif Aribas
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
| | - Natasja M S de Groot
- Department of Cardiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, office Na-2714, PO Box 2040, 3000 CA Rotterdam, The Netherlands
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Hyun A, Tower M, Bogossian F, Seib C, Ryan C, Cooper S. Factors influencing nursing student satisfaction in aged care placements: An Australian cross-sectional study. Nurse Educ Pract 2024; 79:104064. [PMID: 39013232 DOI: 10.1016/j.nepr.2024.104064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2024] [Revised: 06/05/2024] [Accepted: 07/08/2024] [Indexed: 07/18/2024]
Abstract
AIM This study aimed to investigate factors influencing nursing students' satisfaction with aged care placements. BACKGROUND Providing positive clinical experiences in aged care is crucial for students to learn safe, quality care and to foster a sustainable workforce. DESIGN Cross-sectional study METHODS: Nursing students in nursing degrees participated in the national placement evaluation survey. A total of 2378 responses were extracted from the national clinical placement evaluation survey in 2023. Using multinomial logistic regression, demographics, academic, placement characteristics and placement education quality (clinical environment and learning support) were investigated in relation to three different levels of students' overall satisfaction (low, moderate, high). RESULTS Students reported overall satisfaction with their clinical placement, with a mean score of 7.9 (SD=2.1) on a 10-point scale. While most students agreed that they had achieved their learning objectives (90.0 %), they reported limited opportunities to interact with the multidisciplinary team (80.0 %). Further, students reported a relatively negative experience with staff, such as willingness to work with students (78.9 %) and being positive role models (78.9 %). Comparing the low satisfaction group to the moderate satisfaction group, male gender, identifying as an indigenous student and higher academic years increased the odds of being 'least satisfied', whereas international students, whose first language was not English and those with higher perceived placement education quality scores had lower odds of low satisfaction group membership. Conversely, compared with the moderate satisfaction group, those with the highest satisfaction with their clinical placement had a greater odds of being older, an international student and having higher scores in placement quality for the clinical environment and learning support. This model predicted 58.7 % of students' overall satisfaction. CONCLUSIONS Positive learning experiences in aged care may promote the importance of practice in this area to new graduates. Despite students' overall positive satisfaction with aged care placements, it is clear there are areas to address: a need to develop a structured approach to enhance aged care clinical experiences, progressive development of learning objectives, enhancing student career preparation and increasing participation in interprofessional collaboration may be useful approaches.
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Affiliation(s)
- Areum Hyun
- Griffith University, Queensland, Australia; The National Placement Evaluation Centre, Australia.
| | | | - Fiona Bogossian
- University of Sunshine Coast, Queensland, Australia; The National Placement Evaluation Centre, Australia.
| | | | - Colleen Ryan
- The National Placement Evaluation Centre, Australia; CQUniversity, Queensland, Australia.
| | - Simon Cooper
- The National Placement Evaluation Centre, Australia; Edith Cowan University, Western Australia, Australia.
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Hung EC, Hodzic E, Tan ZC, Meyer AS. Censored Least Squares for Imputing Missing Values in PARAFAC Tensor Factorization. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.05.602272. [PMID: 39026852 PMCID: PMC11257416 DOI: 10.1101/2024.07.05.602272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2024]
Abstract
Tensor factorization is a dimensionality reduction method applied to multidimensional arrays. These methods are useful for identifying patterns within a variety of biomedical datasets due to their ability to preserve the organizational structure of experiments and therefore aid in generating meaningful insights. However, missing data in the datasets being analyzed can impose challenges. Tensor factorization can be performed with some level of missing data and reconstruct a complete tensor. However, while tensor methods may impute these missing values, the choice of fitting algorithm may influence the fidelity of these imputations. Previous approaches, based on alternating least squares with prefilled values or direct optimization, suffer from introduced bias or slow computational performance. In this study, we propose that censored least squares can better handle missing values with data structured in tensor form. We ran censored least squares on four different biological datasets and compared its performance against alternating least squares with prefilled values and direct optimization. We used the error of imputation and the ability to infer masked values to benchmark their missing data performance. Censored least squares appeared best suited for the analysis of high-dimensional biological data by accuracy and convergence metrics across several studies.
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Affiliation(s)
- Ethan C Hung
- Computational and Systems Biology, University of California, Los Angeles (UCLA), USA
| | | | | | - Aaron S Meyer
- Department of Bioengineering, UCLA, USA
- Jonsson Comprehensive Cancer Center, UCLA, USA
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, UCLA, USA
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9
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Brandt L, Odom GJ, Hu MC, Castro C, Balise RR. Empirically contrasting urine drug screening-based opioid use disorder treatment outcome definitions. Addiction 2024; 119:1289-1300. [PMID: 38616571 DOI: 10.1111/add.16494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 02/21/2024] [Indexed: 04/16/2024]
Abstract
BACKGROUND AND AIMS A lack of consensus on the optimal outcome measures to assess opioid use disorder (OUD) treatment efficacy and their precise definition and computation has hampered the pooling of research data for evidence synthesis and meta-analyses. This study aimed to empirically contrast multiple clinical trial definitions of treatment success by applying them to the same dataset. METHODS Data analysis used a suite of functions, developed as a software package for the R language, to operationalize 61 treatment outcome definitions based on urine drug screening (UDS) results. Outcome definitions were derived from clinical trials that are among the most influential in the OUD treatment field. Outcome functions were applied to a harmonized dataset from three large-scale National Drug Abuse Treatment Clinical Trials Network (CTN) studies, which tested various medication for OUD (MOUD) options (n = 2492). Hierarchical clustering was employed to empirically contrast outcome definitions. RESULTS The optimal number of clusters identified was three. Cluster 1, comprising eight definitions focused on detecting opioid-positive UDS, did not include missing UDS in outcome calculations, potentially resulting in inflated rates of treatment success. Cluster 2, with the highest variability, included 10 definitions characterized by strict criteria for treatment success, relying heavily on UDS results from either a brief period or a single study visit. The 43 definitions in Cluster 3 represented a diverse range of outcomes, conceptualized as measuring abstinence, use reduction and relapse. These definitions potentially offer more balanced measures of treatment success or failure, as they avoid the extreme methodologies characteristic of Clusters 1 and 2. CONCLUSIONS Clinical trials using urine drug screening (UDS) for objective substance use assessment in outcome definitions should consider (1) incorporating missing UDS data in outcome computation and (2) avoiding over-reliance on UDS data confined to a short time frame or the occurrence of a single positive urine test following a period of abstinence.
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Affiliation(s)
- Laura Brandt
- Department of Psychology, The City College of New York, New York, New York, USA
| | - Gabriel J Odom
- Department of Biostatistics, Florida International University, Miami, Florida, USA
| | - Mei-Chen Hu
- Department of Psychiatry, Columbia University Irving Medical Center, New York, New York, USA
| | - Clinton Castro
- The Information School, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Raymond R Balise
- Division of Biostatistics, Department of Public Health Sciences, The University of Miami, Miami, Florida, USA
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10
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Ying GS, Glynn RJ, Rosner B. Tutorial on Biostatistics: Sample Size and Power Calculation for Ophthalmic Studies With Correlated Binary Eye Outcomes. Invest Ophthalmol Vis Sci 2024; 65:7. [PMID: 38958969 PMCID: PMC11223621 DOI: 10.1167/iovs.65.8.7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 05/12/2024] [Indexed: 07/04/2024] Open
Abstract
Purpose To describe and demonstrate sample size and power calculation for ophthalmic studies with a binary outcome from one or both eyes. Methods We describe sample size and power calculation for four commonly used eye designs: (1) one-eye design or person-design: one eye per subject or outcome is at person-level; (2) paired design: two eyes per subject and two eyes are in different treatment groups; (3) two-eye design: two eyes per subject and both eyes are in the same treatment group; and (4) mixture design: mixture of one eye and two eyes per subject. For each design, we demonstrate sample size and power calculations in real ophthalmic studies. Results Using formulas and commercial or free statistical packages including SAS, STATA, R, and PS, we calculated sample size and power. We demonstrated that different statistical packages require different parameters and provide similar, yet not identical, results. We emphasize that studies using data from two eyes of a subject need to account for the intereye correlation for appropriate sample size and power calculations. We demonstrate the gain in efficiency in designs that include two eyes of a subject compared to one-eye designs. Conclusions Ophthalmic studies use different eye designs that include one or both eyes in the same or different treatment groups. Appropriate sample size and power calculations depend on the eye design and should account for intereye correlation when two eyes from some or all subjects are included in a study. Calculations can be executed using formulas and commercial or free statistical packages.
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Affiliation(s)
- Gui-Shuang Ying
- Center for Preventive Ophthalmology and Biostatistics, Department of Ophthalmology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States
| | - Robert J. Glynn
- Division of Preventive Medicine and the Channing Lab, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States
| | - Bernard Rosner
- Division of Preventive Medicine and the Channing Lab, Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts, United States
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De Silva AP, Leslie K, Braat S, Grobler AC. Application of the Estimand Framework to Anesthesia Trials. Anesthesiology 2024; 141:13-23. [PMID: 38743905 DOI: 10.1097/aln.0000000000004966] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
SUMMARY Events occurring after randomization, such as use of rescue medication, treatment discontinuation, or death, are common in randomized trials. These events can change either the existence or interpretation of the outcome of interest. However, appropriate handling of these intercurrent events is often unclear. The International Council for Harmonisation of Technical Requirements for Pharmaceuticals for Human Use (ICH) E9(R1) addendum introduced the estimand framework, which aligns trial objectives with the design, conduct, statistical analysis, and interpretation of results. This article describes how the estimand framework can be used in anesthesia trials to precisely define the treatment effect to be estimated, key attributes of an estimand, common intercurrent events in anesthesia trials with strategies for handling them, and use of the estimand framework in a hypothetical anesthesia trial on postoperative delirium. When planning anesthesia trials, clearly defining the estimand is vital to ensure that what is being estimated is clearly understood, is clinically relevant, and helps answer the clinical questions of interest.
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Affiliation(s)
- Anurika P De Silva
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia; Methods and Implementation Support for Clinical and Health (MISCH) research Hub, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Australia
| | - Kate Leslie
- Department of Critical Care, Melbourne Medical School, University of Melbourne, Melbourne, Australia; Department of Anaesthesia and Pain Management, Royal Melbourne Hospital, Melbourne, Australia
| | - Sabine Braat
- Centre for Epidemiology and Biostatistics, Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia; Methods and Implementation Support for Clinical and Health (MISCH) research, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, Australia
| | - Anneke C Grobler
- Department of Paediatrics, Melbourne Medical School, University of Melbourne, Melbourne, Australia; Murdoch Children's Research Institute, Melbourne, Australia
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12
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Murea M, Raimann JG, Divers J, Maute H, Kovach C, Abdel-Rahman EM, Awad AS, Flythe JE, Gautam SC, Niyyar VD, Roberts GV, Jefferson NM, Shahidul I, Nwaozuru U, Foley KL, Trembath EJ, Rosales ML, Fletcher AJ, Hiba SI, Huml A, Knicely DH, Hasan I, Makadia B, Gaurav R, Lea J, Conway PT, Daugirdas JT, Kotanko P. Comparative effectiveness of an individualized model of hemodialysis vs conventional hemodialysis: a study protocol for a multicenter randomized controlled trial (the TwoPlus trial). Trials 2024; 25:424. [PMID: 38943204 PMCID: PMC11212207 DOI: 10.1186/s13063-024-08281-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 06/20/2024] [Indexed: 07/01/2024] Open
Abstract
BACKGROUND Most patients starting chronic in-center hemodialysis (HD) receive conventional hemodialysis (CHD) with three sessions per week targeting specific biochemical clearance. Observational studies suggest that patients with residual kidney function can safely be treated with incremental prescriptions of HD, starting with less frequent sessions and later adjusting to thrice-weekly HD. This trial aims to show objectively that clinically matched incremental HD (CMIHD) is non-inferior to CHD in eligible patients. METHODS An unblinded, parallel-group, randomized controlled trial will be conducted across diverse healthcare systems and dialysis organizations in the USA. Adult patients initiating chronic hemodialysis (HD) at participating centers will be screened. Eligibility criteria include receipt of fewer than 18 treatments of HD and residual kidney function defined as kidney urea clearance ≥3.5 mL/min/1.73 m2 and urine output ≥500 mL/24 h. The 1:1 randomization, stratified by site and dialysis vascular access type, assigns patients to either CMIHD (intervention group) or CHD (control group). The CMIHD group will be treated with twice-weekly HD and adjuvant pharmacologic therapy (i.e., oral loop diuretics, sodium bicarbonate, and potassium binders). The CHD group will receive thrice-weekly HD according to usual care. Throughout the study, patients undergo timed urine collection and fill out questionnaires. CMIHD will progress to thrice-weekly HD based on clinical manifestations or changes in residual kidney function. Caregivers of enrolled patients are invited to complete semi-annual questionnaires. The primary outcome is a composite of patients' all-cause death, hospitalizations, or emergency department visits at 2 years. Secondary outcomes include patient- and caregiver-reported outcomes. We aim to enroll 350 patients, which provides ≥85% power to detect an incidence rate ratio (IRR) of 0.9 between CMIHD and CHD with an IRR non-inferiority of 1.20 (α = 0.025, one-tailed test, 20% dropout rate, average of 2.06 years of HD per patient participant), and 150 caregiver participants (of enrolled patients). DISCUSSION Our proposal challenges the status quo of HD care delivery. Our overarching hypothesis posits that CMIHD is non-inferior to CHD. If successful, the results will positively impact one of the highest-burdened patient populations and their caregivers. TRIAL REGISTRATION Clinicaltrials.gov NCT05828823. Registered on 25 April 2023.
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Affiliation(s)
- Mariana Murea
- Department of Internal Medicine, Section on Nephrology, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, USA.
| | | | - Jasmin Divers
- Department of Foundations of Medicine, Center for Population and Health Services Research, NYU Grossman Long Island School of Medicine, New York, NY, USA
| | - Harvey Maute
- Department of Foundations of Medicine, Center for Population and Health Services Research, NYU Grossman Long Island School of Medicine, New York, NY, USA
| | - Cassandra Kovach
- Department of Nephrology and Hypertension, Glickman Urological and Kidney Institute, Cleveland Clinic, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Emaad M Abdel-Rahman
- Division of Nephrology, University of Virginia Health System, Charlottesville, VA, USA
| | - Alaa S Awad
- Division of Nephrology, University of Florida, Jacksonville, FL, USA
| | - Jennifer E Flythe
- University of North Carolina (UNC) Kidney Center, Division of Nephrology and Hypertension, Department of Medicine, UNC School of Medicine, Chapel Hill, NC, USA
| | - Samir C Gautam
- Department of Medicine, Division of Nephrology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Vandana D Niyyar
- Division of Nephrology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Glenda V Roberts
- External Relations and Patient Engagement, Division of Nephrology, Department of Medicine, Kidney Research Institute and Center for Dialysis Innovation, University of Washington, Seattle, WA, USA
| | | | - Islam Shahidul
- Department of Foundations of Medicine, Center for Population and Health Services Research, NYU Grossman Long Island School of Medicine, New York, NY, USA
| | - Ucheoma Nwaozuru
- Department of Implementation Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Kristie L Foley
- Department of Implementation Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | | | | | - Alison J Fletcher
- Department of Internal Medicine, Section on Nephrology, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, USA
| | - Sheikh I Hiba
- Department of Internal Medicine, Section on Nephrology, Wake Forest University School of Medicine, Medical Center Boulevard, Winston-Salem, NC, USA
| | - Anne Huml
- Department of Nephrology and Hypertension, Glickman Urological and Kidney Institute, Cleveland Clinic, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH, USA
| | - Daphne H Knicely
- Division of Nephrology, University of Virginia Health System, Charlottesville, VA, USA
| | - Irtiza Hasan
- Division of Nephrology, University of Florida, Jacksonville, FL, USA
| | | | - Raman Gaurav
- Department of Medicine, Division of Nephrology, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Janice Lea
- Division of Nephrology, Department of Medicine, Emory University, Atlanta, GA, USA
| | - Paul T Conway
- American Association of Kidney Patients, Tampa, FL, USA
| | - John T Daugirdas
- Division of Nephrology, Department of Medicine, University of Illinois College of Medicine, Chicago, IL, USA
| | - Peter Kotanko
- Department of Internal Medicine, Section on Nephrology, LLC Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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13
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Tokumitsu K, Sugawara N, Tabuchi T, Yasui-Furukori N. Real-world predictors of changes in fear of COVID-19 in the Japanese general population: a large-scale internet-based cohort study with 20,712 participants. BMC Psychiatry 2024; 24:435. [PMID: 38862949 PMCID: PMC11165830 DOI: 10.1186/s12888-024-05899-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 06/07/2024] [Indexed: 06/13/2024] Open
Abstract
BACKGROUND Coronavirus disease 2019 (COVID-19) is a respiratory infection that considerably impacts both physical and mental health. In particular, the prolonged nature of psychological issues associated with COVID-19 has become a concern. However, evidence based on longitudinal studies investigating the changes in fear of COVID-19 has been limited, posing a public health challenge. METHODS We investigated the predictors of changes in the Fear of COVID-19 Scale (FCV-19S) scores in the general Japanese population using data from a large-scale internet-based cohort study. RESULTS We included 20,712 study participants (mean age = 51.1 years, percentage of males = 49.9%). The baseline FCV-19S score for the research participants was 17.0, and one year later, the FCV-19S score decreased to 15.8. The predictors of increase in FCV-19S scores were older age, male sex, COVID-19 requiring oxygen therapy, higher baseline FCV-19S total score, severe psychological distress, never married, worsening subjective health status, a greater number of COVID-19 vaccinations, a history of alcohol dependency, and living with family members. Conversely, the predictors of decrease in FCV-19S scores included habitual alcohol intake, COVID-19 not requiring oxygen therapy and a higher household income. Our study was an internet-based survey focused on residents of Japan, which raises the possibility of selection bias and makes it unclear whether the findings can be extrapolated to other countries and cultures. CONCLUSION During the observation period, the FCV-19S scores significantly decreased. Severe COVID-19 requiring oxygen therapy within one year of baseline was the most impactful predictor of an increase in FCV-19S score. On the other hand, mild COVID-19 not requiring oxygen therapy was a predictor of a decrease in FCV-19S scores. Therefore, we believe that it is necessary to adopt individualized approaches stratified by the severity of the infection when addressing the fear of COVID-19.
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Affiliation(s)
- Keita Tokumitsu
- Department of Neuropsychiatry, Towada City Hospital, Towada, Aomori, Japan
- Department of Psychiatry, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan
| | - Norio Sugawara
- Department of Psychiatry, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan.
| | - Takahiro Tabuchi
- Cancer Control Center, Osaka International Cancer Institute, Osaka, Japan
- Tokyo Foundation for Policy Research, Tokyo, Japan
| | - Norio Yasui-Furukori
- Department of Psychiatry, Dokkyo Medical University School of Medicine, Mibu, Tochigi, Japan
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14
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Murphy JK, Saker S, Ananyo Chakraborty P, Chan YM(M, Michalak EE, Irrarazaval M, Withers M, Ng CH, Khan A, Greenshaw A, O’Neil J, Nguyen VC, Minas H, Ravindran A, Paric A, Chen J, Wang X, Hwang TY, Ibrahim N, Hatcher S, Evans V, Lam RW. Advancing equitable access to digital mental health in the Asia-Pacific region in the context of the COVID-19 pandemic and beyond: A modified Delphi consensus study. PLOS GLOBAL PUBLIC HEALTH 2024; 4:e0002661. [PMID: 38857265 PMCID: PMC11164385 DOI: 10.1371/journal.pgph.0002661] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 05/01/2024] [Indexed: 06/12/2024]
Abstract
The COVID-19 pandemic had an unprecedented impact on global mental health and well-being, including across the Asia-Pacific. Efforts to mitigate virus spread led to far-reaching disruption in the delivery of health and social services. In response, there was a rapid shift to the use of digital mental health (DMH) approaches. Though these technologies helped to improve access to care for many, there was also substantial risk of access barriers leading to increased inequities in access to mental health care, particularly among at-risk and equity-deserving populations. The objective of this study was to conduct a needs assessment and identify priorities related to equitable DMH access among at-risk and equity-deserving populations in the Asia Pacific region during the first year of the COVID-19 pandemic. The study consisted of a modified Delphi consensus methodology including two rounds of online surveys and online consultations with stakeholders from across the region. Study participants included policy makers, clinicians and service providers, and people with lived experience of mental health conditions. Results demonstrate that vulnerabilities to negative mental health impacts and access barriers were compounded during the pandemic. Access barriers included a lack of linguistically and culturally appropriate DMH options, low mental health literacy and poor access to technological infrastructure and devices, low levels of awareness and trust of DMH options, and lack of policies and guidelines to support effective and equitable delivery of DMH. Recommendations to improve equitable access include ensuring that diverse people with lived experience are engaged in research, co-design and policy development, the development and implementation of evidence-based and equity-informed guidelines and frameworks, clear communication about DMH evidence and availability, and the integration of DMH into broader health systems. Study results can inform the development and implementation of equitable DMH as its use becomes more widespread across health systems.
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Affiliation(s)
- Jill K. Murphy
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Shirley Saker
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, California, United States of America
| | - Promit Ananyo Chakraborty
- School of Population and Public Health, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Erin E. Michalak
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Mellissa Withers
- Department of Population and Public Health Sciences, University of Southern California, Los Angeles, California, United States of America
| | - Chee H. Ng
- Department of Psychiatry, University of Melbourne, Melbourne, Australia
| | - Amna Khan
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Andrew Greenshaw
- Department of Psychiatry, University of Alberta, Edmonton, Alberta, Canada
| | - John O’Neil
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia
| | - Vu Cong Nguyen
- Institute of Population, Health and Development, Hanoi, Vietnam
| | - Harry Minas
- Centre for Mental Health, University of Melbourne, Melbourne, Australia
| | - Arun Ravindran
- Centre for Addiction and Mental Health/ Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Angela Paric
- Centre for Addiction and Mental Health/ Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Jun Chen
- Shanghai Mental Health Centre, Shanghai, China
| | - Xing Wang
- Shanghai Mental Health Centre, Shanghai, China
| | - Tae-Yeon Hwang
- Korea Foundation for Suicide Prevention, Seoul, South Korea
| | - Nurashikin Ibrahim
- Mental Health, Injury and Violence Prevention and Substance Abuse Sector Section, Ministry of Health, Kuala Lumpur, Malaysia
| | - Simon Hatcher
- Department of Psychiatry, University of Ottawa, Ottawa, Ontario, Canada
| | - Vanessa Evans
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Raymond W. Lam
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
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15
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Chen X, Chen J, Zhao X, Mu R, Tan H, Yu Z. Issues and Solutions in Psychiatric Clinical Trial with Case Studies. Neuropsychiatr Dis Treat 2024; 20:1191-1200. [PMID: 38855383 PMCID: PMC11162181 DOI: 10.2147/ndt.s454813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 05/22/2024] [Indexed: 06/11/2024] Open
Abstract
The coronavirus disease-2019 pandemic resulted in a major increase in depression and anxiety disorders worldwide, which increased the demand for mental health services. However, clinical interventions for treating mental disorders are currently insufficient to meet this growing demand. There is an urgent need to conduct scientific and standardized clinical research that are consistent with the features of mental disorders in order to deliver more effective and safer therapies in the clinic. Our study aimed to expose the challenges, complexities of study design, ethical issues, sample selection, and efficacy evaluation in clinical research for mental disorders. The reliance on subjective symptom presentation and rating scales for diagnosing mental diseases was discovered, emphasizing the lack of clear biological standards, which hampers the construction of rigorous research criteria. We underlined the possibility of psychotherapy in efficacy evaluation alongside medication treatment, proposing for a multidisciplinary approach comprising psychiatrists, neuroscientists, and statisticians. To comprehend mental disorders progression, we recommend the development of artificial intelligence integrated evaluation tools, the use of precise biomarkers, and the strengthening of longitudinal designs. In addition, we advocate for international collaboration to diversity samples and increase the dependability of findings, with the goal of improving clinical research quality in mental disorders through sample representativeness, accurate medical history gathering, and adherence to ethical principles.
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Affiliation(s)
- Xiaochen Chen
- Clinical Research Institute & School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Jun Chen
- Clinical Research Center, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Xue Zhao
- Clinical Research Center, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Rongji Mu
- Clinical Research Institute & School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Hongsheng Tan
- Clinical Research Institute & School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Zhangsheng Yu
- Clinical Research Institute & School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
- School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, People’s Republic of China
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16
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Tanaka S, Muramatsu Y, Inoue K. Clarifying Causal Effects of Interest and Underlying Assumptions in Randomized and Nonrandomized Clinical Trials in Oncology Using Directed Acyclic Graphs and Single-World Intervention Graphs. JCO Clin Cancer Inform 2024; 8:e2300262. [PMID: 38913964 DOI: 10.1200/cci.23.00262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Revised: 03/10/2024] [Accepted: 04/15/2024] [Indexed: 06/26/2024] Open
Abstract
Recent clinical trials in oncology have used increasingly complex methodologies, such as causal inference methods for intercurrent events, external control, and covariate adjustment, posing challenges in clarifying the estimand and underlying assumptions. This article proposes expressing causal structures using graphical tools-directed acyclic graphs (DAGs) and single-world intervention graphs (SWIGs)-in the planning phase of a clinical trial. It presents five rules for selecting a sufficient set of adjustment variables on the basis of a diagram representing the clinical trial, along with three case studies of randomized and single-arm trials and a brief tutorial on DAG and SWIG. Through the case studies, DAGs appear effective in clarifying assumptions for identifying causal effects, although SWIGs should complement DAGs due to their limitations in the presence of intercurrent events in oncology research.
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Affiliation(s)
- Shiro Tanaka
- Department of Clinical Biostatistics, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Yuriko Muramatsu
- Department of Clinical Biostatistics, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Kosuke Inoue
- Department of Social Epidemiology, Graduate School of Medicine, School of Public Health, Kyoto University, Kyoto, Japan
- Hakubi Center, Kyoto University, Kyoto, Japan
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17
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Marik AR, Miklós I, Csukly G, Hársfalvi P, Novák A. Effectiveness and tolerability of rectal ointment and suppositories containing sucralfate for hemorrhoidal symptoms: a prospective, observational study. Int J Colorectal Dis 2024; 39:72. [PMID: 38750150 PMCID: PMC11096207 DOI: 10.1007/s00384-024-04642-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/28/2024] [Indexed: 05/18/2024]
Abstract
BACKGROUND AND AIMS A high number of topical products are available for the treatment of hemorrhoidal symptoms. Sucralfate-based topical products constitute a new treatment alternative that act as a mechanical barrier to facilitate healing. The aim of this prospective, observational study was to determine patient- and physician-assessed effectiveness and tolerability of rectal ointment and suppositories containing sucralfate for the treatment of hemorrhoidal symptoms in routine clinical practice. METHODS Adult patients with diagnosed, mild-to-moderate, symptomatic non-bleeding hemorrhoids treated with rectal ointment or suppositories containing sucralfate were enrolled. Patients were administered treatment twice per day for at least 1 week until symptom resolution and/or for a maximum of 4 weeks. The primary endpoint was patient-assessed effectiveness on a modified Symptom Severity Score (mSSS, range 0 to 14). Physician-assessed effectiveness (9 symptoms, 0 to 5 Likert scale), hemorrhoid grade, and patient satisfaction were also determined. RESULTS Five investigators enrolled 60 patients; mean age was 48.4 ± 16.6 years and 72.4% were female. Pain or pressure sensitivity was reported as the most severe symptom by patients, and pressure sensitivity, discharge, soiling, and prolapse by physicians. Mean patient-assessed mSSS at baseline was 6.6 ± 1.9 and was significantly improved overall and in the ointment and suppository groups individually by -4.6 ± 2.0, -4.4 ± 1.8, and -4.8 ± 2.2, respectively (p < 0.0001). Investigator-assessed mean baseline symptom score was 18.1 ± 3.9 and improved by -7.1 ± 4.5, -6.9 ± 5.4, and -7.3 ± 3.5, respectively (p < 0.0001). Investigator-assessed symptoms of pressure sensitivity, swelling, and discharge were improved to the greatest extent. Hemorrhoid grade was improved in 38% of patients at the end of treatment. Compliance with treatment was 97.4% and patient satisfaction with application and onset of action was high (81.3% and 76.2%, respectively). Both the ointment and suppository were well tolerated. CONCLUSIONS The effectiveness of topical ointment or suppository containing sucralfate on patient- and investigator-assessed hemorrhoidal symptoms in real-life clinical practice was demonstrated. Patient satisfaction was high and treatments were well tolerated. Larger controlled trials are warranted to confirm the results.
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Affiliation(s)
| | | | - Gábor Csukly
- Bitrial Clinical Research Kft, Budapest, Hungary
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18
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Trebicka J, Hernaez R, Shawcross DL, Gerbes AL. Recent advances in the prevention and treatment of decompensated cirrhosis and acute-on-chronic liver failure (ACLF) and the role of biomarkers. Gut 2024; 73:1015-1024. [PMID: 38527788 PMCID: PMC11103292 DOI: 10.1136/gutjnl-2023-330584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Accepted: 03/12/2024] [Indexed: 03/27/2024]
Abstract
The progression of cirrhosis with clinically significant portal hypertension towards decompensated cirrhosis remains clinically challenging and the evolution towards acute-on-chronic liver failure (ACLF), with one or more extrahepatic organ failures, is associated with very high mortality. In the last decade, significant progress has been made in the understanding of the mechanisms leading to decompensation and ACLF. As portal hypertension advances, bacterial translocation across an impaired gut barrier culminates in endotoxaemia, systemic inflammation and cirrhosis-associated immune dysfunction (CAID). Gut-derived systemic inflammation and CAID have become the logical targets for innovative therapies that prevent hepatic decompensation episodes and the progression to ACLF.Furthermore, classification of disease and biomarker discovery to personalise care have advanced in the field. This review discusses progress in biomarker discovery and personalisation of treatment in decompensated cirrhosis and ACLF.
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Affiliation(s)
- Jonel Trebicka
- Department of Internal Medicine B, University of Münster, Munster, Germany
- European Foundation for the Study of Chronic Liver Failure, Barcelona, Spain
| | - Ruben Hernaez
- Gastroenterology and Hepatology, Michael E. DeBakey Veterans Affairs Medical Center, Houston, Texas, USA
- VA HSR&D Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey VA Medical Center, Houston, Texas, USA
- Gastroenterology, Baylor College of Medicine, Houston, Texas, USA
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19
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Little RB, Carter SJ, Motl RW, Hunter G, Cook A, Liu N, Krontiras H, Lefkowitz EJ, Turan B, Schleicher E, Rogers LQ. Role of Gut Microbe Composition in Psychosocial Symptom Response to Exercise Training in Breast Cancer Survivors (ROME) study: protocol for a randomised controlled trial. BMJ Open 2024; 14:e081660. [PMID: 38702085 PMCID: PMC11086582 DOI: 10.1136/bmjopen-2023-081660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 04/12/2024] [Indexed: 05/06/2024] Open
Abstract
INTRODUCTION Breast cancer survivors have an increased risk for chronic fatigue and altered gut microbiota composition, both with negative health and quality of life affects. Exercise modestly improves fatigue and is linked to gut microbial diversity and production of beneficial metabolites. Studies suggest that gut microbiota composition is a potential mechanism underlying fatigue response to exercise. Randomised controlled trials testing the effects of exercise on the gut microbiome are limited and there is a scarcity of findings specific to breast cancer survivors. The objective of this study is to determine if fitness-related modifications to gut microbiota occur and, if so, mediate the effects of aerobic exercise on fatigue response. METHODS AND ANALYSIS The research is a randomised controlled trial among breast cancer survivors aged 18-74 with fatigue. The primary aim is to determine the effects of aerobic exercise training compared with an attention control on gut microbiota composition. The secondary study aims are to test if exercise training (1) affects the gut microbiota composition directly and/or indirectly through inflammation (serum cytokines), autonomic nervous system (heart rate variability) or hypothalamic-pituitary-adrenal axis mediators (hair cortisol assays), and (2) effects on fatigue are direct and/or indirect through changes in the gut microbiota composition. All participants receive a standardised controlled diet. Assessments occur at baseline, 5 weeks, 10 weeks and 15 weeks (5 weeks post intervention completion). Faecal samples collect the gut microbiome and 16S gene sequencing will identify the microbiome. Fatigue is measured by a 13-item multidimensional fatigue scale. ETHICS AND DISSEMINATION The University of Alabama at Birmingham Institutional Review Board (IRB) approved this study on 15 May 2019, UAB IRB#30000320. A Data and Safety Monitoring Board convenes annually or more often if indicated. Findings will be disseminated in peer-reviewed journals and conference presentations. TRIAL REGISTRATION NUMBER ClinicalTrials.gov, NCT04088708.
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Affiliation(s)
- Rebecca B Little
- Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Stephen J Carter
- Department of Kinesiology, Indiana University Bloomington, Bloomington, Indiana, USA
| | - Robert W Motl
- Department of Kinesiology and Nutrition, University of Illinois at Chicago, Chicago, Illinois, USA
| | - Gary Hunter
- Department of Nutrition Sciences, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Abby Cook
- Baylor Scott & White Medical Center Temple, Temple, Texas, USA
| | - Nianjun Liu
- Department of Epidemiology and Biostatistics, Indiana University Bloomington, Bloomington, Indiana, USA
| | - Helen Krontiras
- Department of Surgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Elliot J Lefkowitz
- Department of Computer Science, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Bulent Turan
- Department of Psychology, Koc University, Istanbul, Turkey
| | - Erica Schleicher
- Department of Health Behavior, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Laura Q Rogers
- Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
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20
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Lyhne JD, Smith A'B, Jensen LH, Hansen TF, Frostholm L, Timm S. Missingness mechanisms and generalizability of patient reported outcome measures in colorectal cancer survivors - assessing the reasonableness of the "missing completely at random" assumption. BMC Med Res Methodol 2024; 24:104. [PMID: 38702599 PMCID: PMC11067079 DOI: 10.1186/s12874-024-02236-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 04/26/2024] [Indexed: 05/06/2024] Open
Abstract
BACKGROUND Patient-Reported Outcome Measures (PROM) provide important information, however, missing PROM data threaten the interpretability and generalizability of findings by introducing potential bias. This study aims to provide insight into missingness mechanisms and inform future researchers on generalizability and possible methodological solutions to overcome missing PROM data problems during data collection and statistical analyses. METHODS We identified 10,236 colorectal cancer survivors (CRCs) above 18y, diagnosed between 2014 and 2018 through the Danish Clinical Registries. We invited a random 20% (2,097) to participate in a national survey in May 2023. We distributed reminder e-mails at day 10 and day 20, and compared Initial Responders (response day 0-9), Subsequent Responders (response day 10-28) and Non-responders (no response after 28 days) in demographic and cancer-related characteristics and PROM-scores using linear regression. RESULTS Of the 2,097 CRCs, 1,188 responded (57%). Of these, 142 (7%) were excluded leaving 1,955 eligible CRCs. 628 (32%) were categorized as initial responders, 418 (21%) as subsequent responders, and 909 (47%) as non-responders. Differences in demographic and cancer-related characteristics between the three groups were minor and PROM-scores only marginally differed between initial and subsequent responders. CONCLUSION In this study of long-term colorectal cancer survivors, we showed that initial responders, subsequent responders, and non-responders exhibit comparable demographic and cancer-related characteristics. Among respondents, Patient-Reported Outcome Measures were also similar, indicating generalizability. Assuming Patient-Reported Outcome Measures of subsequent responders represent answers by the non-responders (would they be available), it may be reasonable to judge the missingness mechanism as Missing Completely At Random.
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Affiliation(s)
- Johanne Dam Lyhne
- Department of Oncology, University Hospital of Southern Denmark, Beriderbakken 4, Vejle, 7100, Denmark.
| | - Allan 'Ben' Smith
- The Daffodil Centre, The University of Sydney, A Joint Venture with Cancer Council NSW, Sydney, NSW, Australia
| | - Lars Henrik Jensen
- Department of Oncology, University Hospital of Southern Denmark, Beriderbakken 4, Vejle, 7100, Denmark
| | - Torben Frøstrup Hansen
- Department of Oncology, University Hospital of Southern Denmark, Beriderbakken 4, Vejle, 7100, Denmark
| | - Lisbeth Frostholm
- Research Clinic for Functional Disorders and Psychosomatics, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Signe Timm
- Department of Oncology, University Hospital of Southern Denmark, Beriderbakken 4, Vejle, 7100, Denmark
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21
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Aydin O. A Description of Missing Data in Single-Case Experimental Designs Studies and an Evaluation of Single Imputation Methods. Behav Modif 2024; 48:312-359. [PMID: 38374608 DOI: 10.1177/01454455241226879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/21/2024]
Abstract
Missing data is inevitable in single-case experimental designs (SCEDs) studies due to repeated measures over a period of time. Despite this fact, SCEDs implementers such as researchers, teachers, clinicians, and school psychologists usually ignore missing data in their studies. Performing analyses without considering missing data in an intervention study using SCEDs or a meta-analysis study including SCEDs studies in a topic can lead to biased results and affect the validity of individual or overall results. In addition, missingness can undermine the generalizability of SCEDs studies. Considering these drawbacks, this study aims to give descriptive and advisory information to SCEDs practitioners and researchers about missing data in single-case data. To accomplish this task, the study presents information about missing data mechanisms, item level and unit level missing data, planned missing data designs, drawbacks of ignoring missing data in SCEDs, and missing data handling methods. Since single imputation methods among missing data handling methods do not require complicated statistical knowledge, are easy to use, and hence are more likely to be used by practitioners and researchers, the present study evaluates single imputation methods in terms of intervention effect sizes and missing data rates by using a real and hypothetical data sample. This study encourages SCEDs implementers, and also meta-analysts to use some of the single imputation methods to increase the generalizability and validity of the study results in case they encounter missing data in their studies.
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Affiliation(s)
- Orhan Aydin
- Erzincan Binali Yildirim University, Türkiye
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22
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Song C, Xiong X, Kim S, Xu Z, Xu D, Biswas B. Statistical considerations for some issues in clinical bridging studies evaluating companion diagnostic devices. J Biopharm Stat 2024; 34:441-452. [PMID: 37330676 DOI: 10.1080/10543406.2023.2220398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 05/26/2023] [Indexed: 06/19/2023]
Abstract
An in vitro diagnostic device (IVD) that is essential for the safe and effective use of a corresponding therapeutic product is commonly referred to as companion diagnostic device. Clinical trials using companion diagnostic devices (tests) together with therapies can yield the information necessary to address whether both products are safe and effective. A clinical trial ideally assesses safety and effectiveness of a therapy, where the clinical trial enrolls subjects based on the final market ready companion diagnostic test (CDx). However, such a requirement may be difficult to accomplish or impractical to achieve at the time of the clinical trial enrollment, due to unavailability of the CDx. Instead, clinical trial assay(s) (CTA), which are not the final marketable product, are often used in enrollment of patients in a clinical trial. When CTA is used for subject enrollment, a clinical bridging study provides a mechanism to bridge the clinical efficacy of the therapeutic product from CTA to CDx. This manuscript reviews some issues and challenges commonly associated with clinical bridging studies, including missing data, use of local tests for enrollment, prescreening before enrollment, and evaluation of CDx for low positive rate biomarkers, with particular focus on clinical trials using a binary endpoint and provide alternative statistical methodologies to assess effectiveness of CDx.
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Affiliation(s)
- Changhong Song
- Division of Biostatistics, Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | - Xiaoqin Xiong
- Division of Biostatistics, Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | - Sunghee Kim
- Division of Biostatistics, Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | - Zhiheng Xu
- Division of Biostatistics, Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | - Dandan Xu
- Division of Biostatistics, Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | - Bipasa Biswas
- Division of Biostatistics, Center for Devices and Radiological Health, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
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23
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Goutaudier V, Sablik M, Racapé M, Rousseau O, Audry B, Kamar N, Raynaud M, Aubert O, Charreau B, Papuchon E, Danger R, Letertre L, Couzi L, Morelon E, Le Quintrec M, Taupin JL, Vicaut E, Legendre C, Le Mai H, Potluri V, Nguyen TVH, Azoury ME, Pinheiro A, Nouadje G, Sonigo P, Anglicheau D, Tieken I, Vogelaar S, Jacquelinet C, Reese P, Gourraud PA, Brouard S, Lefaucheur C, Loupy A. Design, cohort profile and comparison of the KTD-Innov study: a prospective multidimensional biomarker validation study in kidney allograft rejection. Eur J Epidemiol 2024; 39:549-564. [PMID: 38625480 DOI: 10.1007/s10654-024-01112-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 03/04/2024] [Indexed: 04/17/2024]
Abstract
There is an unmet need for robust and clinically validated biomarkers of kidney allograft rejection. Here we present the KTD-Innov study (ClinicalTrials.gov, NCT03582436), an unselected deeply phenotyped cohort of kidney transplant recipients with a holistic approach to validate the clinical utility of precision diagnostic biomarkers. In 2018-2019, we prospectively enrolled consecutive adult patients who received a kidney allograft at seven French centers and followed them for a year. We performed multimodal phenotyping at follow-up visits, by collecting clinical, biological, immunological, and histological parameters, and analyzing a panel of 147 blood, urinary and kidney tissue biomarkers. The primary outcome was allograft rejection, assessed at each visit according to the international Banff 2019 classification. We evaluated the representativeness of participants by comparing them with patients from French, European, and American transplant programs transplanted during the same period. A total of 733 kidney transplant recipients (64.1% male and 35.9% female) were included during the study. The median follow-up after transplantation was 12.3 months (interquartile range, 11.9-13.1 months). The cumulative incidence of rejection was 9.7% at one year post-transplant. We developed a distributed and secured data repository in compliance with the general data protection regulation. We established a multimodal biomarker biobank of 16,736 samples, including 9331 blood, 4425 urinary and 2980 kidney tissue samples, managed and secured in a collaborative network involving 7 clinical centers, 4 analytical platforms and 2 industrial partners. Patients' characteristics, immune profiles and treatments closely resembled those of 41,238 French, European and American kidney transplant recipients. The KTD-Innov study is a unique holistic and multidimensional biomarker validation cohort of kidney transplant recipients representative of the real-world transplant population. Future findings from this cohort are likely to be robust and generalizable.
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Affiliation(s)
- Valentin Goutaudier
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Marta Sablik
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
| | - Maud Racapé
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
| | - Olivia Rousseau
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
- Pôle Hospitalo-Universitaire 11: Santé Publique, Clinique des Données, INSERM, CIC 1413, Nantes Université, CHU Nantes, 44000, Nantes, France
| | - Benoit Audry
- Agence de la Biomédecine, Saint Denis la Plaine, France
| | - Nassim Kamar
- Department of Nephrology-Dialysis-Transplantation, Centre Hospitalier Universitaire de Toulouse, Toulouse, France
| | - Marc Raynaud
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
| | - Olivier Aubert
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Béatrice Charreau
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | - Emmanuelle Papuchon
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | - Richard Danger
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | - Laurence Letertre
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | - Lionel Couzi
- Department of Nephrology, Transplantation, Dialysis and Apheresis, CHU Bordeaux, Bordeaux, France
| | - Emmanuel Morelon
- Department of Transplantation, Edouard Herriot University Hospital, Hospices Civils de Lyon, University Lyon, University of Lyon I, Lyon, France
| | - Moglie Le Quintrec
- Department of Nephrology, Centre Hospitalier Universitaire Montpellier, Montpellier, France
| | - Jean-Luc Taupin
- Immunology and Histocompatibility Laboratory, Medical Biology Department, Saint-Louis Hospital, Paris, France
| | - Eric Vicaut
- Clinical Trial Unit Hospital, Lariboisière Saint-Louis AP-HP, Paris Cité University, Paris, France
| | - Christophe Legendre
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Hoa Le Mai
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | - Vishnu Potluri
- Department of Biostatistics, Epidemiology and Bioinformatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Thi-Van-Ha Nguyen
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | | | | | | | | | - Dany Anglicheau
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
- Université Paris Cité, Inserm U1151, Necker Enfants-Malades Institute, Paris, France
| | - Ineke Tieken
- Eurotransplant International Foundation, Leiden, the Netherlands
| | - Serge Vogelaar
- Eurotransplant International Foundation, Leiden, the Netherlands
| | | | - Peter Reese
- Department of Biostatistics, Epidemiology and Bioinformatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Pierre-Antoine Gourraud
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
- Pôle Hospitalo-Universitaire 11: Santé Publique, Clinique des Données, INSERM, CIC 1413, Nantes Université, CHU Nantes, 44000, Nantes, France
| | - Sophie Brouard
- INSERM UMR 1064, Center for Research in Transplantation and Translational Immunology, ITUN, Nantes Université, CHU Nantes, Nantes, France
| | - Carmen Lefaucheur
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France
- Kidney Transplant Department, Saint-Louis Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
| | - Alexandre Loupy
- Paris Institute for Transplantation and Organ Regeneration (PITOR), INSERM U970, Université Paris Cité, 56 rue Leblanc, 75015, Paris, France.
- Department of Kidney Transplantation, Necker Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France.
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24
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Cervin M, McGuire JF, D'Souza JM, De Nadai AS, Aspvall K, Goodman WK, Andrén P, Schneider SC, Geller DA, Mataix-Cols D, Storch EA. Efficacy and acceptability of cognitive-behavioral therapy and serotonin reuptake inhibitors for pediatric obsessive-compulsive disorder: a network meta-analysis. J Child Psychol Psychiatry 2024; 65:594-609. [PMID: 38171647 DOI: 10.1111/jcpp.13934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/08/2023] [Indexed: 01/05/2024]
Abstract
BACKGROUND Cognitive-behavioral therapy (CBT) and serotonin reuptake inhibitors (SRIs) are recommended treatments for pediatric obsessive-compulsive disorder (OCD), but their relative efficacy and acceptability have not been comprehensively examined. Further, it remains unclear whether the efficacy of in-person CBT is conserved when delivered in other formats, such as over telephone/webcam or as Internet-delivered CBT (ICBT). METHODS PubMed, PsycINFO, trial registries, and previous systematic reviews were searched for randomized controlled trials (RCTs) comparing CBT (in-person, webcam/telephone-delivered, or ICBT) or SRIs with control conditions or each other. Network meta-analyses were conducted to examine efficacy (post-treatment Children's Yale-Brown Obsessive Compulsive Scale) and acceptability (treatment discontinuation). Confidence in effect estimates was evaluated with CINeMA (Confidence in Network Meta-Analysis). RESULTS Thirty eligible RCTs and 35 contrasts comprising 2,057 youth with OCD were identified. In-person CBT was significantly more efficacious than ICBT, waitlist, relaxation training, and pill placebo (MD range: 3.95-11.10; CINeMA estimate of confidence: moderate) but did not differ significantly from CBT delivered via webcam/telephone (MD: 0.85 [-2.51, 4.21]; moderate), SRIs (MD: 3.07 [-0.07, 6.20]; low), or the combination of in-person CBT and SRIs (MD: -1.20 [-5.29, 2.91]; low). SRIs were significantly more efficacious than pill placebo (MD: 4.59 [2.70, 6.48]; low) and waitlist (MD: 8.03 [4.24, 11.82]; moderate). No significant differences for acceptability emerged, but confidence in estimates was low. CONCLUSIONS In-person CBT and SRIs produce clear benefits compared to waitlist and pill placebo and should be integral parts of the clinical management of pediatric OCD, with in-person CBT overall having a stronger evidence base. The combination of in-person CBT and SRIs may be most efficacious, but few studies hinder firm conclusions. The efficacy of CBT appears conserved when delivered via webcam/telephone, while more trials evaluating ICBT are needed.
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Affiliation(s)
| | | | | | | | - Kristina Aspvall
- Karolinska Institutet and Stockholm Health Care Services, Stockholm, Sweden
| | | | - Per Andrén
- Lund University, Lund, Sweden
- Karolinska Institutet and Stockholm Health Care Services, Stockholm, Sweden
| | | | | | - David Mataix-Cols
- Lund University, Lund, Sweden
- Karolinska Institutet and Stockholm Health Care Services, Stockholm, Sweden
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25
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Iddrisu AK, Iddrisu WA, Azomyan ASG, Gumedze F. Joint modeling of longitudinal CD4 count data and time to first occurrence of composite outcome. J Clin Tuberc Other Mycobact Dis 2024; 35:100434. [PMID: 38584976 PMCID: PMC10995979 DOI: 10.1016/j.jctube.2024.100434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/09/2024] Open
Abstract
In this study, we jointly modeled longitudinal CD4 count data and survival outcome (time-to-first occurrence of composite outcome of death, cardiac tamponade or constriction) in other to investigate the effects of Mycobacterium indicus pranii immunotherapy and the CD4 count measurements on the hazard of the composite outcome among patients with HIV and tuberculous (TB) pericarditis. In this joint modeling framework, the models for longitudinal and the survival data are linked by an association structure. The association structure represents the hazard of the event for 1-unit increase in the longitudinal measurement. Models fitting and parameter estimation were carried out using R version 4.2.3. The association structure that represents the strength of the association between the hazard for an event at time point j and the area under the longitudinal trajectory up to the same time j provides the best fit. We found that 1-unit increase in CD4 count results in 2 % significant reduction in the hazard of the composite outcome. Among HIV and TB pericarditis individuals, the hazard of the composite outcome does not differ between of M.indicus pranii versus placebo. Application of joint models to investigate the effect of M.indicus pranii on the hazard of the composite outcome is limited. Hence, this study provides information on the effect of M.indicus pranii on the hazard of the composite outcome among HIV and TB pericarditis patients.
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Affiliation(s)
- Abdul-Karim Iddrisu
- Department of Mathematics and Statistics, University of Energy and Natural Resources, Ghana
| | | | | | - Freedom Gumedze
- Department of Statistical Sciences, University of Cape Town, South Africa
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26
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Chrenka EA, Dehmer SP, Maciosek MV, Essien IJ, Westgard BC. Use of Sequential Hot-Deck Imputation for Missing Health Care Systems Data for Population Health Research. Med Care 2024; 62:319-325. [PMID: 38546379 PMCID: PMC10997447 DOI: 10.1097/mlr.0000000000001995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2024]
Abstract
Electronic medical record (EMR) data present many opportunities for population health research. The use of EMR data for population risk models can be impeded by the high proportion of missingness in key patient variables. Common approaches like complete case analysis and multiple imputation may not be appropriate for some population health initiatives that require a single, complete analytic data set. In this study, we demonstrate a sequential hot-deck imputation (HDI) procedure to address missingness in a set of cardiometabolic measures in an EMR data set. We assessed the performance of sequential HDI within the individual variables and a commonly used composite risk score. A data set of cardiometabolic measures based on EMR data from 2 large urban hospitals was used to create a benchmark data set with simulated missingness. Sequential HDI was applied, and the resulting data were used to calculate atherosclerotic cardiovascular disease risk scores. The performance of the imputation approach was assessed using a set of metrics to evaluate the distribution and validity of the imputed data. Of the 567,841 patients, 65% had at least 1 missing cardiometabolic measure. Sequential HDI resulted in the distribution of variables and risk scores that reflected those in the simulated data while retaining correlation. When stratified by age and sex, risk scores were plausible and captured patterns expected in the general population. The use of sequential HDI was shown to be a suitable approach to multivariate missingness in EMR data. Sequential HDI could benefit population health research by providing a straightforward, computationally nonintensive approach to missing EMR data that results in a single analytic data set.
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Affiliation(s)
| | | | | | | | - Bjorn C. Westgard
- HealthPartners Institute, Bloomington, MN
- Regions Hospital, St. Paul, MN
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27
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Tamargo JA, Martin HR, Diaz-Martinez J, Delgado-Enciso I, Johnson A, Bastida Rodriguez JA, Trepka MJ, Brown DR, Garba NA, Roldan EO, Hernandez Suarez Y, Marty AM, Bursac Z, Campa A, Baum MK. Drug use and COVID-19 testing, vaccination, and infection among underserved, minority communities in Miami, Florida. PLoS One 2024; 19:e0297327. [PMID: 38687734 PMCID: PMC11060546 DOI: 10.1371/journal.pone.0297327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 12/24/2023] [Indexed: 05/02/2024] Open
Abstract
The Coronavirus Disease 2019 (COVID-19) pandemic has disproportionately impacted people who use drugs (PWUD). This study explored relationships between drug use, COVID-19 testing, vaccination, and infection. This cross-sectional study was conducted in Miami, Florida between March 2021 and October 2022 as part of the National Institutes of Health (NIH) Rapid Acceleration of Diagnostics-Underserved Populations (RADx-UP) initiative and the Miami Adult Studies on HIV (MASH) cohort. Users of cannabis, cocaine/crack, heroin/fentanyl, methamphetamines, hallucinogens, and/or prescription drug misuse in the previous 12 months were considered PWUD. Sociodemographic data, COVID-19 testing history, and vaccination-related beliefs were self-reported. Vaccinations were confirmed with medical records and positivity was determined with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) testing. Statistical analyses included chi-square tests and logistic regression. Of 1,780 participants, median age was 57 years, 50.7% were male, 50.2% Non-Hispanic Black, and 66.0% reported an annual income less than $15,000. Nearly 28.0% used drugs. PWUD were less likely than non-users to self-report ever testing positive for SARS-CoV-2 (14.7% vs. 21.0%, p = 0.006). However, 2.6% of participants tested positive for SARS-CoV-2, with no significant differences between PWUD and non-users (3.7% vs. 2.2%, p = 0.076). PWUD were more likely than non-users to experience difficulties accessing testing (10.2% vs. 7.1%, p = 0.033), vaccine hesitancy (58.9% vs. 43.4%, p = 0.002) and had lower odds of receiving any dose of a COVID-19 vaccine compared to non-users (aOR, 0.63; 95% CI, 0.49-0.81; p<0.001). PWUD presented with greater difficulties accessing COVID-19 testing, greater vaccine hesitancy, and lower odds of vaccination. Testing and immunization plans that are tailored to the needs of PWUD and consider access, trust-building campaigns, and education may be needed.
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Affiliation(s)
- Javier A. Tamargo
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Haley R. Martin
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Janet Diaz-Martinez
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Ivan Delgado-Enciso
- Faculty of Medicine, University of Colima, Las Víboras, Colima, Mexico
- Cancerology State Institute, Colima State Health Services, La Esperanza, Colima, Mexico
| | - Angelique Johnson
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Jose A. Bastida Rodriguez
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Mary Jo Trepka
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - David R. Brown
- Herbert Wertheim College of Medicine, Florida International University, Miami, Florida, United States of America
| | - Nana A. Garba
- Herbert Wertheim College of Medicine, Florida International University, Miami, Florida, United States of America
| | - Eneida O. Roldan
- Herbert Wertheim College of Medicine, Florida International University, Miami, Florida, United States of America
| | - Yolangel Hernandez Suarez
- Herbert Wertheim College of Medicine, Florida International University, Miami, Florida, United States of America
| | - Aileen M. Marty
- Herbert Wertheim College of Medicine, Florida International University, Miami, Florida, United States of America
| | - Zoran Bursac
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Adriana Campa
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
| | - Marianna K. Baum
- Robert Stempel College of Public Health & Social Work, Florida International University, Miami, Florida, United States of America
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Lin A, Mertens AN, Rahman MZ, Tan ST, Il'yasova D, Spasojevic I, Ali S, Stewart CP, Fernald LCH, Kim L, Yan L, Meyer A, Karim MR, Shahriar S, Shuman G, Arnold BF, Hubbard AE, Famida SL, Akther S, Hossen MS, Mutsuddi P, Shoab AK, Shalev I, Rahman M, Unicomb L, Heaney CD, Kariger P, Colford JM, Luby SP, Granger DA. A cluster-randomized trial of water, sanitation, handwashing and nutritional interventions on stress and epigenetic programming. Nat Commun 2024; 15:3572. [PMID: 38670986 PMCID: PMC11053067 DOI: 10.1038/s41467-024-47896-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 04/16/2024] [Indexed: 04/28/2024] Open
Abstract
A regulated stress response is essential for healthy child growth and development trajectories. We conducted a cluster-randomized trial in rural Bangladesh (funded by the Bill & Melinda Gates Foundation, ClinicalTrials.gov NCT01590095) to assess the effects of an integrated nutritional, water, sanitation, and handwashing intervention on child health. We previously reported on the primary outcomes of the trial, linear growth and caregiver-reported diarrhea. Here, we assessed additional prespecified outcomes: physiological stress response, oxidative stress, and DNA methylation (N = 759, ages 1-2 years). Eight neighboring pregnant women were grouped into a study cluster. Eight geographically adjacent clusters were block-randomized into the control or the combined nutrition, water, sanitation, and handwashing (N + WSH) intervention group (receiving nutritional counseling and lipid-based nutrient supplements, chlorinated drinking water, upgraded sanitation, and handwashing with soap). Participants and data collectors were not masked, but analyses were masked. There were 358 children (68 clusters) in the control group and 401 children (63 clusters) in the intervention group. We measured four F2-isoprostanes isomers (iPF(2α)-III; 2,3-dinor-iPF(2α)-III; iPF(2α)-VI; 8,12-iso-iPF(2α)-VI), salivary alpha-amylase and cortisol, and methylation of the glucocorticoid receptor (NR3C1) exon 1F promoter including the NGFI-A binding site. Compared with control, the N + WSH group had lower concentrations of F2-isoprostanes isomers (differences ranging from -0.16 to -0.19 log ng/mg of creatinine, P < 0.01), elevated post-stressor cortisol (0.24 log µg/dl; P < 0.01), higher cortisol residualized gain scores (0.06 µg/dl; P = 0.023), and decreased methylation of the NGFI-A binding site (-0.04; P = 0.037). The N + WSH intervention enhanced adaptive responses of the physiological stress system in early childhood.
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Affiliation(s)
- Audrie Lin
- Department of Microbiology and Environmental Toxicology, University of California, Santa Cruz, Santa Cruz, CA, USA.
| | - Andrew N Mertens
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Md Ziaur Rahman
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Sophia T Tan
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Stanford, CA, USA
| | - Dora Il'yasova
- Department of Medicine, Duke University, Durham, NC, USA
| | - Ivan Spasojevic
- Department of Medicine, Duke University, Durham, NC, USA
- PK/PD Core Laboratory, Duke Cancer Institute, Durham, NC, USA
| | - Shahjahan Ali
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Christine P Stewart
- Institute for Global Nutrition, University of California Davis, Davis, CA, USA
| | - Lia C H Fernald
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Lisa Kim
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | | | | | - Md Rabiul Karim
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Sunny Shahriar
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Gabrielle Shuman
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Benjamin F Arnold
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA
| | - Alan E Hubbard
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Syeda L Famida
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Salma Akther
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Md Saheen Hossen
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Palash Mutsuddi
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Abul K Shoab
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Idan Shalev
- Department of Biobehavioral Health, Pennsylvania State University, University Park, PA, USA
| | - Mahbubur Rahman
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Leanne Unicomb
- Infectious Diseases Division, International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka, Bangladesh
| | - Christopher D Heaney
- Department of Environmental Health and Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Patricia Kariger
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - John M Colford
- School of Public Health, University of California, Berkeley, Berkeley, CA, USA
| | - Stephen P Luby
- Division of Infectious Diseases and Geographic Medicine, Stanford University, Stanford, CA, USA
| | - Douglas A Granger
- Institute for Interdisciplinary Salivary Bioscience Research, University of California, Irvine, Irvine, CA, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Martin HR, Hu N, Liu Q, Bastida Rodriguez JA, Gieseken S, Johnson A, Enrione E, Trepka MJ, Brown DR, Marty AM, Sales Martinez S, Campa A, Roldan EO, Hernandez Suarez Y, Barbieri M, Palacios C, Bursac Z, Baum MK. Disability and COVID-19: Challenges, testing, vaccination, and postponement and avoidance of medical care among minoritized communities. Disabil Health J 2024; 17:101571. [PMID: 38071138 PMCID: PMC10999341 DOI: 10.1016/j.dhjo.2023.101571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 11/27/2023] [Accepted: 11/28/2023] [Indexed: 04/09/2024]
Abstract
BACKGROUND People with disabilities face heightened vulnerability to COVID-19. OBJECTIVE This study investigated (1) the relationships between disability and COVID-19-related challenges, testing, vaccination, and infection and (2) predictors of loss of healthcare coverage and postponement and avoidance of medical care during the pandemic. METHODS This cross-sectional study was conducted in Miami, Florida, between March 2021 and February 2022 as part of the NIH Rapid Acceleration of Diagnostics-Underserved Populations initiative. Disability was defined using a standard measure that assesses six universal functions. Participants reported sociodemographic data, COVID-19 testing, infection history, challenges, and healthcare history. Vaccinations were confirmed with medical records and COVID-19 positivity was assessed using real-time reverse transcription-polymerase chain reaction. Statistical analyses included multivariable logistic regression. RESULTS Among 1,689 participants with a median age of 57.0, 50.6% were male, and 48.9% were non-Hispanic Black. Disability was associated with greater odds of all assessed COVID-19 challenges: healthcare (aOR:1.60; 95% CI:1.23-2.07), housing (aOR:2.15; 95% CI:1.62-2.87), insufficient food (aOR:1.97; 95% CI:1.54-2.52), water scarcity (aOR:2.33; 95% CI:1.60-3.37), medications (aOR:2.04; 95% CI:1.51-2.77), and transportation (aOR:2.56; 95% CI:1.95-3.36). Those reporting employment disability were less likely to have received COVID-19 testing (81.1% vs. 85.3%, p = 0.026) or to have history of COVID-19 positivity (aOR:0.63; 95% CI:0.44-0.92). Disability predicted avoidance (aOR:2.76; 95% CI:1.95-3.91) and postponement (aOR: 2.24; 95% CI:1.72-2.91) of medical care. CONCLUSIONS Disability is associated with higher odds of COVID-19 challenges and postponement and avoidance of medical care. Those reporting employment disability had a lower likelihood of COVID-19 testing. Public health responses to healthcare crises should prioritize the special challenges of people living with disabilities.
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Affiliation(s)
- Haley R Martin
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Nan Hu
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Biostatistics, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Qingyun Liu
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Jose A Bastida Rodriguez
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Stephanie Gieseken
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Angelique Johnson
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Evelyn Enrione
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Mary Jo Trepka
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Epidemiology, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - David R Brown
- Florida International University, Herbert Wertheim College of Medicine, 11200 SW 8th Street, AHC2, Miami, FL, 33199, United States.
| | - Aileen M Marty
- Florida International University, Herbert Wertheim College of Medicine, 11200 SW 8th Street, AHC2, Miami, FL, 33199, United States.
| | - Sabrina Sales Martinez
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Adriana Campa
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Eneida O Roldan
- Florida International University, Herbert Wertheim College of Medicine, 11200 SW 8th Street, AHC2, Miami, FL, 33199, United States.
| | - Yolangel Hernandez Suarez
- Florida International University, Herbert Wertheim College of Medicine, 11200 SW 8th Street, AHC2, Miami, FL, 33199, United States.
| | - Manuel Barbieri
- Florida International University, College of Arts, Sciences & Education, Department of Biological Sciences, 11200 SW 8th Street, OE 167, Miami, FL, 33199, United States.
| | - Cristina Palacios
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Zoran Bursac
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Biostatistics, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
| | - Marianna K Baum
- Florida International University, Robert Stempel College of Public Health and Social Work, Department of Dietetics and Nutrition, 11200 SW 8th Street, AHC5, Miami, FL, 33199, United States.
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Powell LH, Daniels BT, Drees BM, Karavolos K, Lohse B, Masters KS, Nicklas JM, Ruder EH, Suzuki S, Trabold N, Zimmermann LJ. Enhancing Lifestyles in the Metabolic syndrome (ELM) multisite behavioral efficacy trial. Design and baseline cohort. Am Heart J 2024; 270:136-155. [PMID: 38215918 DOI: 10.1016/j.ahj.2023.12.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 12/27/2023] [Accepted: 12/27/2023] [Indexed: 01/14/2024]
Abstract
BACKGROUND Prevalence of metabolic syndrome (MetS) increased from one-quarter to one-third of the U.S. adult population over 8 years and is spreading to young adults and Asian and Hispanic Americans. Diagnosed when >3 out of 5 cardiometabolic risk factors are present, there is widespread agreement that its fundamental roots are in a lifestyle characterized by poor dietary quality and physical inactivity. Past lifestyle trials for MetS produce benefits that have limited sustainability, suggesting the need for new treatment approaches. METHODS This is the design and baseline cohort of the Enhancing Lifestyles in the Metabolic Syndrome (ELM) multi-site trial. The trial tests the hypothesis that a habit-based lifestyle treatment offered over 6 months, followed by 18 monthly maintenance contacts, can produce 4 new diet, physical activity, and mindfulness habits and, if so, sustained MetS remission. The design is an individually randomized, partially clustered group treatment trial of 618 participants with the MetS recruited from 5 sites in the U.S. and randomized to a small group lifestyle treatment or an enhanced standard of care education comparator. The primary outcome is MetS remission at 24 months. Secondary outcomes compare arms at 6, 15, and 24 months on MetS components, lifestyle targets, weight, body mass index, hemoglobin A1c, LDL cholesterol, medications, quality of life, psychosocial factors, and cost-effectiveness. RESULTS The cohort of 618 participants was recruited by screening 14,817 over 2.5 years (screening to enrollment ratio 24:1). Recruitment exceeded the target of 600 despite 2 COVID-19 pauses. The mean age was 55.5 years, 24.3% were male, 25.5% were a racial minority, 9.7% identified as Hispanic, and 83.0% were classified as obese (body mass index >30). The most common MetS components were abdominal obesity (97.7%) and elevated blood pressure or antihypertensive medication (86.2%). CONCLUSIONS The geographic, sociodemographic, and clinical diversity of the cohort, combined with rigorous behavioral efficacy trial methods, will provide a conclusive answer to the question of whether this habit-based lifestyle program can produce sustained 24-month remission of the MetS and thereby help to curb a significant and growing public health problem.
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31
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Almufarrij I, Hannan CJ, King AT, Vail A, Heal C, Whitfield G, Pathmanaban ON, Lloyd SK, Munro KJ. Reported Hearing Outcome Measures Following Stereotactic Radiosurgery for Vestibular Schwannoma: A Scoping Review. J Neurol Surg B Skull Base 2024; 85:123-130. [PMID: 38449586 PMCID: PMC10914468 DOI: 10.1055/a-2021-8762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 01/21/2023] [Indexed: 01/31/2023] Open
Abstract
Background Evidence on hearing outcome measures when assessing hearing preservation following stereotactic radiosurgery (SRS) for adults with vestibular schwannoma (VS) has not previously been collated in a structured review. Objective The objective of the present study was to perform a scoping review of the evidence regarding the choice of hearing outcomes and other methodological characteristics following SRS for adults with VS. Methods The protocol was registered in the International Platform of Registered Systematic Review and Meta-Analysis Protocols (INPLASY) and reported according to the Preferred Reporting Items for Systematic Review and Meta-Analyses extension guidelines for scoping reviews. A systematic search of five online databases revealed 1,591 studies, 247 of which met the inclusion criteria. Results The majority of studies ( n = 213, 86%) were retrospective cohort or case series with the remainder ( n = 34, 14%) prospective cohort. Pure-tone audiometry and speech intelligibility were included in 222 (90%) and 158 (64%) studies, respectively, often summarized within a classification scheme and lacking procedural details. Fifty-nine (24%) studies included self-report measures. The median duration of follow-up, when reported, was 43 months (interquartile range: 29, 4-150). Conclusion Evidence on hearing disability after SRS for VS is based on low-quality studies which are inherently susceptible to bias. This review has highlighted an urgent need for a randomized controlled trial assessing hearing outcomes in patients with VS managed with radiosurgery or radiological observation. Similarly, consensus and coproduction of a core outcome set to determine relevant hearing and communication outcome domains is required. This will ensure that patient priorities, including communication abilities in the presence of background noise and reduced participation restrictions, are addressed.
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Affiliation(s)
- Ibrahim Almufarrij
- Manchester Centre for Audiology and Deafness, School of Health Sciences, The University of Manchester, Manchester, United Kingdom
- Department of Rehabilitation Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Kingdom of Saudi Arabia
| | - Cathal John Hannan
- Department of Neurosurgery, Manchester Centre for Clinical Neurosciences, Salford Royal Hospital, Manchester Academic Health Science Centre, Manchester, United Kingdom
- Division of Cardiovascular Sciences, School of Medical Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
- Geoffrey Jefferson Brain Research Centre, Manchester, United Kingdom
| | - Andrew Thomas King
- Department of Neurosurgery, Manchester Centre for Clinical Neurosciences, Salford Royal Hospital, Manchester Academic Health Science Centre, Manchester, United Kingdom
- Division of Cardiovascular Sciences, School of Medical Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
- Geoffrey Jefferson Brain Research Centre, Manchester, United Kingdom
| | - Andy Vail
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
| | - Calvin Heal
- Division of Population Health, Health Services Research and Primary Care, School of Health Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
| | - Gillian Whitfield
- The Christie NHS Foundation Trust, Manchester, United Kingdom
- Division of Cancer Sciences, School of Medical Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
| | - Omar Nathan Pathmanaban
- Department of Neurosurgery, Manchester Centre for Clinical Neurosciences, Salford Royal Hospital, Manchester Academic Health Science Centre, Manchester, United Kingdom
- Division of Cardiovascular Sciences, School of Medical Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
| | - Simon K. Lloyd
- Division of Neuroscience and Experimental Psychology, School of Biological Sciences, Faculty of Biology Medicine and Health, The University of Manchester, Manchester, United Kingdom
- Department of Otolaryngology, Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom
- Department of Otolaryngology, Northern Care Alliance, Salford Royal Hospital, Manchester Academic Health Science Centre, Manchester, United Kingdom
| | - Kevin J. Munro
- Manchester Centre for Audiology and Deafness, School of Health Sciences, The University of Manchester, Manchester, United Kingdom
- Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, United Kingdom
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Brantner CL, Nguyen TQ, Tang T, Zhao C, Hong H, Stuart EA. Comparison of methods that combine multiple randomized trials to estimate heterogeneous treatment effects. Stat Med 2024; 43:1291-1314. [PMID: 38273647 PMCID: PMC11086055 DOI: 10.1002/sim.9955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 10/06/2023] [Accepted: 10/23/2023] [Indexed: 01/27/2024]
Abstract
Individualized treatment decisions can improve health outcomes, but using data to make these decisions in a reliable, precise, and generalizable way is challenging with a single dataset. Leveraging multiple randomized controlled trials allows for the combination of datasets with unconfounded treatment assignment to better estimate heterogeneous treatment effects. This article discusses several nonparametric approaches for estimating heterogeneous treatment effects using data from multiple trials. We extend single-study methods to a scenario with multiple trials and explore their performance through a simulation study, with data generation scenarios that have differing levels of cross-trial heterogeneity. The simulations demonstrate that methods that directly allow for heterogeneity of the treatment effect across trials perform better than methods that do not, and that the choice of single-study method matters based on the functional form of the treatment effect. Finally, we discuss which methods perform well in each setting and then apply them to four randomized controlled trials to examine effect heterogeneity of treatments for major depressive disorder.
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Affiliation(s)
- Carly Lupton Brantner
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Trang Quynh Nguyen
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Tengjie Tang
- Department of Statistical Science, Duke University, Durham, North Carolina, USA
| | - Congwen Zhao
- Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, USA
| | - Hwanhee Hong
- Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, USA
| | - Elizabeth A. Stuart
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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33
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Wootton BM, McDonald S, Melkonian M, Karin E, Titov N, Dear BF. Efficacy and acceptability of a self-guided internet-delivered cognitive-behavioral educational program for obsessive-compulsive symptoms with international recruitment. Cogn Behav Ther 2024; 53:133-151. [PMID: 37941384 DOI: 10.1080/16506073.2023.2279492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Accepted: 10/27/2023] [Indexed: 11/10/2023]
Abstract
Cognitive-behavioural therapy is an effective treatment for obsessive-compulsive disorder (OCD). However, there are many barriers in accessing this treatment, with stigma being a particularly prominent barrier for many patients. Self-guided internet-delivered cognitive-behavioural therapy (ICBT), which does not require any contact with a therapist, has the potential to overcome this barrier. However, there is limited research on the efficacy of self-guided ICBT for OCD. The aim of the current study was to examine the efficacy of self-guided ICBT for OCD in a large international sample. Two hundred and sixteen participants were included in the study (Mage = 34.00; SD = 12.57; 72.7% female). On the primary outcome measure, the Yale-Brown Obsessive-Compulsive Scale (YBOCS), a medium within-group effect size was found from pre-treatment to post-treatment (g = 0.63), and a large within-group effect size was found from pre-treatment to 3-month follow-up (g = 0.98). Approximately one-quarter to one-third of participants met criteria for clinically significant improvement at post-treatment and 3-month follow-up (11% and 17% met criteria for remission at post-treatment and 3-month follow-up, respectively). These results demonstrate that self-guided ICBT may be an efficacious treatment for individuals with OCD who cannot or do not wish to engage with a mental health professional, resulting in medium to large effect sizes.
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Affiliation(s)
- Bethany M Wootton
- Discipline of Clinical Psychology, Graduate School of Health, University of Technology Sydney, Ultimo, NSW, Australia
- eCentreClinic, School of Psychological Sciences, Macquarie University Sydney, Macquarie Park, NSW, Australia
| | - Sarah McDonald
- Discipline of Clinical Psychology, Graduate School of Health, University of Technology Sydney, Ultimo, NSW, Australia
| | - Maral Melkonian
- Discipline of Clinical Psychology, Graduate School of Health, University of Technology Sydney, Ultimo, NSW, Australia
| | - Eyal Karin
- eCentreClinic, School of Psychological Sciences, Macquarie University Sydney, Macquarie Park, NSW, Australia
| | - Nickolai Titov
- eCentreClinic, School of Psychological Sciences, Macquarie University Sydney, Macquarie Park, NSW, Australia
| | - Blake F Dear
- eCentreClinic, School of Psychological Sciences, Macquarie University Sydney, Macquarie Park, NSW, Australia
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Duan R, Liang CJ, Shaw PA, Tang CY, Chen Y. Testing the missing at random assumption in generalized linear models in the presence of instrumental variables. Scand Stat Theory Appl 2024; 51:334-354. [PMID: 38370508 PMCID: PMC10871667 DOI: 10.1111/sjos.12685] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 07/09/2023] [Indexed: 02/20/2024]
Abstract
Practical problems with missing data are common, and many methods have been developed concerning the validity and/or efficiency of statistical procedures. On a central focus, there have been longstanding interests on the mechanism governing data missingness, and correctly deciding the appropriate mechanism is crucially relevant for conducting proper practical investigations. In this paper, we present a new hypothesis testing approach for deciding between the conventional notions of missing at random and missing not at random in generalized linear models in the presence of instrumental variables. The foundational idea is to develop appropriate discrepancy measures between estimators whose properties significantly differ only when missing at random does not hold. We show that our testing approach achieves an objective data-oriented choice between missing at random or not. We demonstrate the feasibility, validity, and efficacy of the new test by theoretical analysis, simulation studies, and a real data analysis.
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Affiliation(s)
- Rui Duan
- Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA
| | - C. Jason Liang
- National Institute of Allergy and Infectious Diseases, Rockville, Maryland, USA
| | - Pamela A. Shaw
- Kaiser Permanente Washington Health Research Institute, Seattle, Washington, USA
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Cheng Yong Tang
- Department of Biostatistics, Epidemiology and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Yong Chen
- Department of Statistics, Operations, and Data Science, Temple University, Philadelphia, Pennsylvania, USA
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Edouard P, Dandrieux PE, Blanco D, Tondut J, Chapon J, Navarro L, Junge A, Hollander K. How do sports injury epidemiological outcomes vary depending on athletes' response rates to a weekly online questionnaire? An analysis of 39-week follow-up from 391 athletics (track and field) athletes. Scand J Med Sci Sports 2024; 34:e14589. [PMID: 38441349 DOI: 10.1111/sms.14589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 01/26/2024] [Accepted: 02/22/2024] [Indexed: 03/07/2024]
Abstract
OBJECTIVE To explore how sports injury epidemiological outcomes (i.e., prevalence, average prevalence, incidence, burden, and time to first injury) vary depending on the response rates to a weekly online self-reported questionnaire for athletes. METHODS Weekly information on athletics injuries and exposure from 391 athletics (track and field) athletes was prospectively collected over 39 weeks (control group of the PREVATHLE randomized controlled trial) using an online self-reported questionnaire. The data were used to calculate sports injury epidemiological outcomes (i.e., prevalence, average prevalence, incidence, burden, and time to first injury) for sub-groups with different minimum individual athletes' response rates (i.e., from at least 100%, at least 97%, at least 95%, … to at least 0% response rate). We then calculated the relative variation between each sub-group and the sub-group with a 100% response rate as a reference. A substantial variation was considered when the relative variation was greater than one SD or 95% CI of the respective epidemiological outcome calculated in the sub-group with a 100% response rate. RESULTS Of 15 249 expected weekly questionnaires, 7209 were completed and returned, resulting in an overall response rate of 47.3%. The individual athletes' response rates ranged from 0% (n = 51) to 100% (n = 100). The prevalence, average weekly prevalence, and time to first injury only varied substantially for the sub-groups below a 5%, 10% and 18% minimum individual response rate, respectively. The incidence and injury burden showed substantial variations for all sub-groups with a response rate below 100%. CONCLUSIONS Epidemiological outcomes varied depending on the minimum individual athletes' response rate, with injury prevalence, average weekly prevalence, and time to first injury varying less than injury incidence and injury burden. This highlights the need to take into account the individual response rate when calculating epidemiological outcomes, and determining the optimal study-specific cut-offs of the minimum individual response rate needed.
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Affiliation(s)
- Pascal Edouard
- Inter-University Laboratory of Human Movement Biology (EA 7424), Université Jean Monnet Saint-Etienne, Lyon 1, Université Savoie Mont-Blanc, Saint-Etienne, France
- Sports Medicine Unit, Department of Clinical and Exercise Physiology, Faculty of Medicine, University Hospital of Saint-Etienne, Saint-Etienne, France
- European Athletics Medical & Anti-Doping Commission, European Athletics Association (EAA), Lausanne, Switzerland
| | - Pierre-Eddy Dandrieux
- Inter-University Laboratory of Human Movement Biology (EA 7424), Université Jean Monnet Saint-Etienne, Lyon 1, Université Savoie Mont-Blanc, Saint-Etienne, France
- Mines Saint-Etienne, University of Lyon, Université Jean Monnet, INSERM, U 1059 Sainbiose, Centre CIS, Saint-Etienne, France
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany
| | - David Blanco
- Physiotherapy Department, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Jeanne Tondut
- Inter-University Laboratory of Human Movement Biology (EA 7424), Université Jean Monnet Saint-Etienne, Lyon 1, Université Savoie Mont-Blanc, Saint-Etienne, France
- Mines Saint-Etienne, University of Lyon, Université Jean Monnet, INSERM, U 1059 Sainbiose, Centre CIS, Saint-Etienne, France
| | - Joris Chapon
- Inter-University Laboratory of Human Movement Biology (EA 7424), Université Jean Monnet Saint-Etienne, Lyon 1, Université Savoie Mont-Blanc, Saint-Etienne, France
| | - Laurent Navarro
- Mines Saint-Etienne, University of Lyon, Université Jean Monnet, INSERM, U 1059 Sainbiose, Centre CIS, Saint-Etienne, France
| | - Astrid Junge
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany
- Center for Health in Performing Arts, MSH Medical School Hamburg, Hamburg, Germany
| | - Karsten Hollander
- Institute of Interdisciplinary Exercise Science and Sports Medicine, MSH Medical School Hamburg, Hamburg, Germany
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Li G, Liu Y, Zhang J, DeMauro SB, Meng Q, Mbuagbaw L, Schmidt B, Kirpalani H, Thabane L. Missing Outcome Data in Recent Perinatal and Neonatal Clinical Trials. Pediatrics 2024; 153:e2023063101. [PMID: 38389453 DOI: 10.1542/peds.2023-063101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/08/2023] [Indexed: 02/24/2024] Open
Abstract
Missing outcome data in clinical trials may jeopardize the validity of the trial results and inferences for clinical practice. Although sick and preterm newborns are treated as a captive patient population during their stay in the NICUs, their long-term outcomes are often ascertained after discharge. This greatly increases the risk of attrition. We surveyed recently published perinatal and neonatal randomized trials in 7 high-impact general medical and pediatric journals to review the handling of missing primary outcome data and any choice of imputation methods. Of 87 eligible trials in this survey, 77 (89%) had incomplete primary outcome data. The missing outcome data were not discussed at all in 9 reports (12%). Most study teams restricted their main analysis to participants with complete information for the primary outcome (61 trials; 79%). Only 38 of the 77 teams (49%) performed sensitivity analyses using a variety of imputation methods. We conclude that the handling of missing primary outcome data was frequently inadequate in recent randomized perinatal and neonatal trials. To improve future approaches to missing outcome data, we discuss the strengths and limitations of different imputation methods, the appropriate estimation of sample size, and how to deal with data withdrawal. However, the best strategy to reduce bias from missing outcome data in perinatal and neonatal trials remains prevention. Investigators should anticipate and preempt missing data through careful study design, and closely monitor all incoming primary outcome data for completeness during the conduct of the trial.
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Affiliation(s)
- Guowei Li
- Center for Clinical Epidemiology and Methodology
- Father Sean O'Sullivan Research Centre, St Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
| | - Yingxin Liu
- Center for Clinical Epidemiology and Methodology
| | - Jingyi Zhang
- Center for Clinical Epidemiology and Methodology
| | - Sara B DeMauro
- Division of Neonatology, Children's Hospital of Philadelphia
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Qiong Meng
- Department of Pediatrics, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Lawrence Mbuagbaw
- Father Sean O'Sullivan Research Centre, St Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Evidence, and Impact; Department of Health Research Methods
- Anesthesia
- Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Centre for Development of Best Practices in Health, Yaoundé Central Hospital, Yaoundé, Cameroon, Central Africa
- Division of Epidemiology and Biostatistics, Department of Global Health, Stellenbosch University, Cape Town, South Africa
| | - Barbara Schmidt
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
- Evidence, and Impact; Department of Health Research Methods
| | - Haresh Kirpalani
- Emeritus Professor Pediatrics at University Pennsylvania, Philadelphia, PA
- Emeritus Professor Pediatrics McMaster University, Hamilton, Ontario, Canada
| | - Lehana Thabane
- Father Sean O'Sullivan Research Centre, St Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Evidence, and Impact; Department of Health Research Methods
- Division of Epidemiology and Biostatistics, Department of Global Health, Stellenbosch University, Cape Town, South Africa
- University of Johannesburg, Johannesburg, South Africa
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Saito M, Kobayashi N, Honda H, Kamono E, Yukizawa Y, Choe H, Ike H, Kumagai K, Inaba Y. Physical Therapy May Not Be Successful for Patients With Cam-Type Femoroacetabular Impingement Syndrome and May Result in Insufficient Hip Range of Motion When Femoral Anteversion Is Less Than 16° and α-Angle Is Greater Than 65°. Arthroscopy 2024; 40:766-776.e1. [PMID: 37479152 DOI: 10.1016/j.arthro.2023.07.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 06/23/2023] [Accepted: 07/01/2023] [Indexed: 07/23/2023]
Abstract
PURPOSE To identify factors associated with insufficient range of motion (ROM) improvement after the posterior pelvic tilt change in cam-type femoroacetabular impingement syndrome. METHODS Preoperative computed tomography images from 71 consecutive patients with femoroacetabular impingement syndrome treated with arthroscopic cam resection were evaluated. Using a dynamic computer simulation program, 3-dimensional models with a 10° posterior pelvic tilt from the supine functional pelvic plane (baseline) were created by computed tomography models. Patients were divided into 2 groups: those who experienced >10° (effective group) and ≤10° (ineffective group) improvements in internal rotation at 90° flexion after a 10° posterior pelvic tilt. Demographic characteristics; preoperative range of internal rotation at 90° flexion; and radiographic parameters, including Tönnis grade, lateral center-edge angle, acetabular roof obliquity angle, central acetabular anteversion, cranial acetabular anteversion, femoral anteversion, and α angle, were compared in the 2 groups. Univariate and multivariable logistic regression analyses were performed to evaluate factors associated with insufficient ROM improvement following a 10° posterior pelvic tilt. RESULTS The 71 patients included 58 men and 13 women, of mean age 41.4 ± 14.6 years. Posterior pelvic tilt was effective in 13 hips and ineffective in 58. Univariate analysis showed that preoperative range of internal rotation at 90°flexion, femoral anteversion, and α angle differed significantly in the 2 groups. Multivariable analysis showed that femoral anteversion <16° (odds ratio 7.4; 95% confidence interval 1.6-35; P = .012) and α angle >65° (odds ratio 6.7; 95% confidence interval 1.2-37; P = .027) were significant factors associated with insufficient ROM improvement after posterior pelvic tilt. CONCLUSIONS Physical therapy may not be successful for patients with cam-type femoroacetabular impingement syndrome and may result in insufficient hip ROM when femoral anteversion is less than 16° and α-angle is greater than 65°. CLINICAL RELEVANCE Patients with a prominent cam-type deformity and lower anterior femoral anteversion are at high risk of clinical failure following improvement in pelvic mobility by conservative treatment alone and are likely to benefit from surgery for cam deformity.
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Affiliation(s)
- Masayoshi Saito
- Department of Orthopaedic Surgery, Yokohama City University Medical Center, Yokohama, Japan; Department of Orthopaedic Surgery, Yokohama City University, Yokohama, Japan; Department of Orthopaedic Surgery, Hokusuikai Kinen Hospital, Mito, Ibaraki, Japan
| | - Naomi Kobayashi
- Department of Orthopaedic Surgery, Yokohama City University Medical Center, Yokohama, Japan.
| | - Hideki Honda
- Department of Orthopaedic Surgery, Yokohama City University Medical Center, Yokohama, Japan
| | - Emi Kamono
- Department of Orthopaedic Surgery, Yokohama City University Medical Center, Yokohama, Japan
| | - Yohei Yukizawa
- Department of Orthopaedic Surgery, Yokohama City University Medical Center, Yokohama, Japan
| | - Hyonmin Choe
- Department of Orthopaedic Surgery, Yokohama City University, Yokohama, Japan
| | - Hiroyuki Ike
- Department of Orthopaedic Surgery, Yokohama City University, Yokohama, Japan
| | - Ken Kumagai
- Department of Orthopaedic Surgery, Yokohama City University, Yokohama, Japan
| | - Yutaka Inaba
- Department of Orthopaedic Surgery, Yokohama City University, Yokohama, Japan
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Zelicha H, Yang J, Henning SM, Huang J, Lee RP, Thames G, Livingston EH, Heber D, Li Z. Effect of cinnamon spice on continuously monitored glycemic response in adults with prediabetes: a 4-week randomized controlled crossover trial. Am J Clin Nutr 2024; 119:649-657. [PMID: 38290699 DOI: 10.1016/j.ajcnut.2024.01.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 01/03/2024] [Accepted: 01/09/2024] [Indexed: 02/01/2024] Open
Abstract
BACKGROUND Previous clinical studies showing that cinnamon spice lowers blood glucose concentrations had inconsistent results. OBJECTIVES To determine the effect of daily cinnamon spice supplementation in an amount commonly used for seasoning on glucose concentrations in adults with obesity and prediabetes. METHODS Following a 2-wk run-in period of maintaining a low polyphenol/fiber diet, 18 participants with obesity and prediabetes underwent a 10-wk randomized, controlled, double-blind, crossover trial (mean age 51.1 y; mean fasting plasma glucose 102.9 mg/dL). The participants were randomly assigned to take cinnamon (4 g/d) or placebo for 4-wk, followed by a 2-wk washout period, and then crossed over to the other intervention for an additional 4-wk. Glucose changes were measured with continuous glucose monitoring. Oral glucose tolerance testing immediately following ingestion of cinnamon or placebo was performed at 4-time points to assess their acute effects both at the baseline and end of each intervention phase. Digestive symptom logs were obtained daily. RESULTS There were 694 follow-up days with 66,624 glucose observations. When compared with placebo, 24-h glucose concentrations were significantly lower when cinnamon was administered [mixed-models; effect size (ES) = 0.96; 95 % confidence interval (CI): -2.9, -1.5; P < 0.001]. Similarly, the mean net-area-under-the-curve (netAUC) for glucose was significantly lower than for placebo when cinnamon was given (over 24 h; ES = -0.66; 95 % CI: 2501.7, 5412.1, P = 0.01). Cinnamon supplementation resulted in lower glucose peaks compared with placebo (Δpeak 9.56 ± 9.1 mg/dL compared with 11.73 ± 8.0 mg/dL; ES = -0.57; 95 % CI: 0.8, 3.7, P = 0.027). Glucose-dependent-insulinotropic-polypeptide concentrations increased during oral glucose tolerance testing + cinnamon testing (mixed-models; ES = 0.51; 95 % CI: 1.56, 100.1, P = 0.04), whereas triglyceride concentrations decreased (mixed-models; ES = 0.55; 95 % CI: -16.0, -1.6, P = 0.02). Treatment adherence was excellent in both groups (cinnamon: 97.6 ± 3.4 % compared with placebo: 97.9 ± 3.7 %; ES = -0.15; 95 % CI: -1.8, 0.2, P = 0.5). No differences were found in digestive symptoms (abdominal pain, borborygmi, bloating, excess flatus, and stools/day) between cinnamon and placebo groups. CONCLUSIONS Cinnamon, a widely available and low-cost supplement, may contribute to better glucose control when added to the diet in people who have obesity-related prediabetes. This trial was registered at clinicaltrials.gov as NCT04342624.
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Affiliation(s)
- Hila Zelicha
- Department of Surgery, University of California, Los Angeles, Los Angeles, CA, United States
| | - Jieping Yang
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States
| | - Susanne M Henning
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States
| | - Jianjun Huang
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States
| | - Ru-Po Lee
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States
| | - Gail Thames
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States
| | - Edward H Livingston
- Department of Surgery, University of California, Los Angeles, Los Angeles, CA, United States
| | - David Heber
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States
| | - Zhaoping Li
- Department of Medicine, Center for Human Nutrition, David Geffen School of Medicine, Los Angeles, United States.
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Aydin O. Characteristics of Missing Data in Single-Case Experimental Designs: An Investigation of Published Data. Behav Modif 2024; 48:182-215. [PMID: 37978822 DOI: 10.1177/01454455231212265] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2023]
Abstract
Single-case experimental designs (SCEDs) have grown in popularity in the fields such as education, psychology, medicine, and rehabilitation. Although SCEDs are valid experimental designs for determining evidence-based practices, they encounter some challenges in analyses of data. One of these challenges, missing data, is likely to be occurred frequently in SCEDs research due to repeated measurements over time. Since missing data is a critical factor that can weaken the validity and generalizability of a study, it is important to determine the characteristics of missing data in SCEDs, which are especially conducted with a small number of participants. In this regard, this study aimed to describe missing data features in SCEDs studies in detail. To accomplish this goal, 465 published SCEDs studies within the recent 5 years in six journals were included in the investigation. The overall results showed that the prevalence of missing data among SCEDs articles in at least one phase, as at least one data point, was approximately 30%. In addition, the results indicated that the missing data rates were above 10% within most studies where missing data occurred. Although missing data is so common in SCEDs research, only a handful of studies (5%) have handled missing data; however, their methods are traditional. In analyzing SCEDs data, several methods are proposed considering missing data ratios in the literature. Therefore, missing data rates determined in this study results can shed light on the analyses of SCEDs data with proper methods by improving the validity and generalizability of study results.
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Affiliation(s)
- Orhan Aydin
- Erzincan Binali Yildirim University, Erzincan, Türkiye
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Tanaka C, Tagami T, Nakayama F, Kuno M, Kitamura N, Yasunaga H, Aso S, Takeda M, Unemoto K. Changes Over 7 Years in Temperature Control Treatment and Outcomes After Out-of-Hospital Cardiac Arrest: A Japanese, Multicenter Cohort Study. Ther Hypothermia Temp Manag 2024. [PMID: 38386985 DOI: 10.1089/ther.2023.0087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2024] Open
Abstract
Temperature control is the only neuroprotective intervention suggested in current international guidelines for patients with return of spontaneous circulation after cardiac arrest, but the prevalence of temperature control therapy, temperature settings, and outcomes have not been clearly reported. We aimed to investigate changes over 7 years in provision of temperature control treatment among out-of-hospital cardiac arrest (OHCA) patients in Kanto region, Japan. Data of all adult OHCA patients who survived for more than 24 hours in the prospective cohort studies, SOS-KANTO 2012 (conducted from 2012 to 2013) and SOS-KANTO 2017 (conducted from 2019 to 2021), in Japan were included. We compared the prevalence of temperature control and the proportion of mild (≥35°C) and moderate (from 32°C to 34.9°C) hypothermia between the two study groups. We also performed a Cox regression analysis to evaluate 30-day mortality adjusted by temperature control therapy (none, moderate hypothermia, or mild hypothermia), age, sex, past medical history, witnessed status, bystander cardiopulmonary resuscitation, initial rhythm, location of arrest, and dataset (SOS-KANTO 2012 or 2017). We analyzed data from 2936 patients (n = 1710, SOS-KANTO 2012; n = 1226, SOS-KANTO 2017). Use of temperature control was lower (45.3% vs. 41.4%, p = 0.04), moderate hypothermia was lower (p < 0.01), and mild hypothermia was higher (p < 0.01) in SOS-KANTO 2017 compared with SOS-KANTO 2012. The survival rate was significantly higher for patients with mild (p < 0.01) and moderate (p < 0.01) hypothermia compared with those who did not receive temperature control therapy. Overall, the incidence of moderate hypothermia decreased and that of mild hypothermia increased and the use of temperature control decreased between the two studies conducted 7 years apart in the Kanto area, Japan. Temperature control management might improve survival of patients with OHCA.
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Affiliation(s)
- Chie Tanaka
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Japan
| | - Takashi Tagami
- Department of Emergency and Critical Care Medicine, Nippon Medical School Musashikosugi Hospital, Kawasaki, Japan
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, Bunkyo, Japan
| | - Fumihiko Nakayama
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Japan
| | - Masamune Kuno
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Japan
| | - Nobuya Kitamura
- Department of Emergency and Critical Care Medicine, Kimitsu Chuo Hospital, Chiba, Japan
| | - Hideo Yasunaga
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, Bunkyo, Japan
| | - Shotaro Aso
- Department of Real-World Evidence, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Munekazu Takeda
- Department of Critical Care and Emergency Medicine, Tokyo Women's Medical University, Tokyo, Japan
| | - Kyoko Unemoto
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Japan
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Li J, Guo S, Ma R, He J, Zhang X, Rui D, Ding Y, Li Y, Jian L, Cheng J, Guo H. Comparison of the effects of imputation methods for missing data in predictive modelling of cohort study datasets. BMC Med Res Methodol 2024; 24:41. [PMID: 38365610 PMCID: PMC10870437 DOI: 10.1186/s12874-024-02173-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 02/05/2024] [Indexed: 02/18/2024] Open
Abstract
BACKGROUND Missing data is frequently an inevitable issue in cohort studies and it can adversely affect the study's findings. We assess the effectiveness of eight frequently utilized statistical and machine learning (ML) imputation methods for dealing with missing data in predictive modelling of cohort study datasets. This evaluation is based on real data and predictive models for cardiovascular disease (CVD) risk. METHODS The data is from a real-world cohort study in Xinjiang, China. It includes personal information, physical examination data, questionnaires, and laboratory biochemical results from 10,164 subjects with a total of 37 variables. Simple imputation (Simple), regression imputation (Regression), expectation-maximization(EM), multiple imputation (MICE) , K nearest neighbor classification (KNN), clustering imputation (Cluster), random forest (RF), and decision tree (Cart) were the chosen imputation methods. Root Mean Square Error (RMSE) and Mean Absolute Error (MAE) are utilised to assess the performance of different methods for missing data imputation at a missing rate of 20%. The datasets processed with different missing data imputation methods were employed to construct a CVD risk prediction model utilizing the support vector machine (SVM). The predictive performance was then compared using the area under the curve (AUC). RESULTS The most effective imputation results were attained by KNN (MAE: 0.2032, RMSE: 0.7438, AUC: 0.730, CI: 0.719-0.741) and RF (MAE: 0.3944, RMSE: 1.4866, AUC: 0.777, CI: 0.769-0.785). The subsequent best performances were achieved by EM, Cart, and MICE, while Simple, Regression, and Cluster attained the worst performances. The CVD risk prediction model was constructed using the complete data (AUC:0.804, CI:0.796-0.812) in comparison with all other models with p<0.05. CONCLUSION KNN and RF exhibit superior performance and are more adept at imputing missing data in predictive modelling of cohort study datasets.
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Affiliation(s)
- JiaHang Li
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - ShuXia Guo
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - RuLin Ma
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - Jia He
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - XiangHui Zhang
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - DongSheng Rui
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - YuSong Ding
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - Yu Li
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China
| | - LeYao Jian
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
| | - Jing Cheng
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China
| | - Heng Guo
- Department of Public Health, Shihezi University School of Medicine, North 2th Road, Shihezi, 832003, Xinjiang, China.
- Key Laboratory for Prevention and Control of Emerging Infectious Diseases and Public Health Security, the Xinjiang Production and Construction Corps, Shihezi, Xinjiang, 832000, China.
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Martin HR, Brown DR, Fluney E, Trepka MJ, Marty AM, Roldan EO, Liu Q, Barbieri MA, Baum MK. Community-Engaged Research: COVID-19 Testing, Infection, and Vaccination among Underserved Minority Communities in Miami, Florida. Vaccines (Basel) 2024; 12:117. [PMID: 38400101 PMCID: PMC10892380 DOI: 10.3390/vaccines12020117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 01/18/2024] [Accepted: 01/22/2024] [Indexed: 02/25/2024] Open
Abstract
Community collaboration is a cornerstone of modern public health efforts. This work aimed to use community-engaged research to explore COVID-19 vaccination, testing, and infection in a minoritized community. This study was conducted in Miami, Florida, from March 2021 to February 2022 in community partner sites and the Miami Adult Studies on HIV (MASH) cohort. Sociodemographic characteristics, vaccination and testing beliefs, and COVID-19 challenges were self-reported. COVID-19 vaccinations were verified with medical records, testing history was self-reported, and severe acute respiratory syndrome coronavirus 2 positivity was determined via real-time reverse transcription-polymerase chain reaction (rt-PCR). Of 1689 participants, the median age was 57, 51% were male, 49% were non-Hispanic Black, 66% reported an income < USD 15,000/year, and 75.9% received at least one dose of a COVID-19 vaccine. Belief that COVID-19 vaccination is effective was associated with lower odds of COVID-19 positivity and was the strongest predictor of vaccination. Challenges accessing health care, housing, food, and transportation were associated with lower odds of vaccination. Employment, health insurance, higher education, and greater perceived test accuracy were associated with greater odds of COVID-19 testing. Social determinants of health and the belief that vaccines are effective and tests are accurate predicted behaviors and thus should be considered during public health crises in vulnerable communities.
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Affiliation(s)
- Haley R. Martin
- Department of Dietetics and Nutrition, Robert Stempel College of Public Health and Social Work, Florida International University, 11200 SW 8th Street, AHC5, Miami, FL 33199, USA; (H.R.M.); (Q.L.)
| | - David R. Brown
- Herbert Wertheim College of Medicine, Florida International University, 11200 SW 8th Street, AHC2, Miami, FL 33199, USA; (D.R.B.); (A.M.M.); (E.O.R.)
| | - Eileen Fluney
- Paradise Christian School, 6184 W 21st Court, Hialeah, FL 33016, USA;
| | - Mary Jo Trepka
- Department of Epidemiology, Robert Stempel College of Public Health and Social Work, Florida International University, 11200 SW 8th Street, AHC5, Miami, FL 33199, USA;
| | - Aileen M. Marty
- Herbert Wertheim College of Medicine, Florida International University, 11200 SW 8th Street, AHC2, Miami, FL 33199, USA; (D.R.B.); (A.M.M.); (E.O.R.)
| | - Eneida O. Roldan
- Herbert Wertheim College of Medicine, Florida International University, 11200 SW 8th Street, AHC2, Miami, FL 33199, USA; (D.R.B.); (A.M.M.); (E.O.R.)
| | - Qingyun Liu
- Department of Dietetics and Nutrition, Robert Stempel College of Public Health and Social Work, Florida International University, 11200 SW 8th Street, AHC5, Miami, FL 33199, USA; (H.R.M.); (Q.L.)
| | - Manuel A. Barbieri
- Department of Biological Sciences, College of Arts, Sciences & Education, Florida International University, 11200 SW 8th Street, OE 167, Miami, FL 33199, USA;
| | - Marianna K. Baum
- Department of Dietetics and Nutrition, Robert Stempel College of Public Health and Social Work, Florida International University, 11200 SW 8th Street, AHC5, Miami, FL 33199, USA; (H.R.M.); (Q.L.)
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Malta FAPS, Gonçalves DC. A triple-masked, two-center, randomized parallel clinical trial to assess the superiority of eight weeks of grape seed flour supplementation against placebo for weight loss attenuation during perioperative period in patients with cachexia associated with colorectal cancer: a study protocol. Front Endocrinol (Lausanne) 2024; 14:1146479. [PMID: 38313843 PMCID: PMC10834683 DOI: 10.3389/fendo.2023.1146479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 12/07/2023] [Indexed: 02/06/2024] Open
Abstract
Background Progressive, involuntary weight and lean mass loss in cancer are linked to cachexia, a prevalent syndrome in gastrointestinal malignancies that impacts quality of life, survival and postoperative complications. Its pathophysiology is complex and believed to involve proinflammatory cytokine-mediated systemic inflammation resulting from tumor-host interaction, oxidative stress, abnormal metabolism and neuroendocrine changes. Therapeutic options for cachexia remain extremely limited, highlighting the need for clinical research targeting new interventions. Thus, this study primarily assesses the effects of grape-seed flour (GSF), rich in polyphenols and fibers, for attenuating perioperative weight loss in colorectal cancer. Methods This is a dual-center, triple-masked, placebo-controlled, parallel-group, phase II, randomized clinical trial designed to investigate GSF supplementation in subjects with pre- or cachexia associated with colorectal cancer during the perioperative period. Eighty-two participants will receive 8g of GSF or cornstarch (control) for 8 weeks. Assessments are scheduled around surgery: pre-intervention (4 weeks prior), day before, first week after, and post-intervention (4 weeks later). The primary endpoint is the difference in body weight mean change from baseline to week 8. The secondary endpoints describe the harms from 8-week supplementation and assess its superiority to improve body composition, post-surgical complications, quality of life, anorexia, fatigue, gastrointestinal symptoms, and handgrip strength. The study will also explore its effects on gut bacteria activity and composition, systemic inflammation, and muscle metabolism. Discussion The current trial addresses a gap within the field of cancer cachexia, specifically focusing on the potential role of a nutritional intervention during the acute treatment phase. GSF is expected to modulate inflammation and oxidative stress, both involved in muscle and intestinal dysfunction. The research findings hold substantial implications for enhancing the understanding about cachexia pathophysiology and may offer a new clinical approach to managing cachexia at a critical point in treatment, directly impacting clinical outcomes. Trial registration The Brazilian Registry of Clinical Trials (ReBEC), RBR-5p6nv8b; UTN: U1111-1285-9594. Prospectively registered on February 07, 2023.
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Hennefield L, Gilbert K, Donohue MR, Tillman R, McCoy A, Diggs G, Paul ZA, Kohl PL, Luby JL. Early Emotion Development Intervention Improves Mental Health Outcomes in Low-Income, High-Risk Community Children. Child Psychiatry Hum Dev 2024:10.1007/s10578-023-01639-1. [PMID: 38221601 PMCID: PMC11246493 DOI: 10.1007/s10578-023-01639-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/09/2023] [Indexed: 01/16/2024]
Abstract
Children living in poverty and facing related forms of adversity are at higher risk for experiencing concurrent and later psychopathology. Although negative psychological outcomes can be improved by enhancing sensitive and responsive caregiving early in development, interventions targeting the caregiver-child dyad are not readily accessible. The present study investigated the feasibility and effectiveness of delivering a shortened eight-session form of Parent-Child Interaction Therapy-Emotion Development (PCIT-ED) in-person or remotely as an early intervention for 3-6-year-old children (N = 62) at elevated risk for psychopathology who were growing up in low-income communities. Caregiver-child dyads were randomized to eight-sessions of PCIT-ED or online parenting education. Relative to parenting education, children receiving PCIT-ED exhibited lower externalizing symptoms and functional impairment and more positive peer relationships following the intervention. Findings support the effectiveness of this shortened form of PCIT-ED, delivered in-person or remotely, as an early intervention to improve symptoms of psychopathology and functioning in high-risk children living in poverty.Trial registration Clinicaltrials.gov; NCT04399629.
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Affiliation(s)
- Laura Hennefield
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA.
- Department of Psychiatry, Washington University School of Medicine, 4444 Forest Park, Suite 2100, Saint Louis, MO, USA.
| | - Kirsten Gilbert
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Meghan Rose Donohue
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Rebecca Tillman
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
| | - Art McCoy
- Saint Louis University, The Jennings School District, Jennings, MO, USA
| | - Gwendolyn Diggs
- Head Start/Early Head Start at the Urban League of Metropolitan, Saint Louis, MO, USA
| | - Zori A Paul
- Department of Counselor Education and Counseling Psychology, College of Education, Marquette University, Milwaukee, WI, USA
| | - Patricia L Kohl
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
- The Brown School of Social Work, Washington University in Saint Louis, Saint Louis, MO, USA
| | - Joan L Luby
- Department of Psychiatry, Washington University School of Medicine, Saint Louis, MO, USA
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Nevalainen J, Raitanen J, Natunen K, Kilpeläinen T, Rannikko A, Tammela T, Auvinen A. Early detection of clinically significant prostate cancer: protocol summary and statistical analysis plan for the ProScreen randomised trial. BMJ Open 2024; 14:e075595. [PMID: 38195170 PMCID: PMC10806703 DOI: 10.1136/bmjopen-2023-075595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Accepted: 12/20/2023] [Indexed: 01/11/2024] Open
Abstract
INTRODUCTION Evidence on the effectiveness of prostate cancer screening based on prostate-specific antigen is inconclusive and suggests a questionable balance between benefits and harms due to overdiagnosis, and complications from biopsies and overtreatment. However, diagnostic accuracy studies have shown that detection of clinically insignificant prostate cancer can be reduced by MRI combined with targeted biopsies.The aim of the paper is to describe the analysis of the ProScreen randomised trial to assess the performance of the novel screening algorithm in terms of the primary outcome, prostate cancer mortality and secondary outcomes as intermediate indicators of screening benefits and harms of screening. METHODS The trial aims to recruit at least 111 000 men to achieve sufficient statistical power for the primary outcome. Men will be allocated in a 1:3 ratio to the screening and control arms. Interim analysis is planned at 10 years of follow-up, and the final analysis at 15 years. Difference between the trial arms in prostate cancer mortality will be assessed by Gray's test using intention-to-screen analysis of randomised men. Secondary outcomes will be the incidence of prostate cancer by disease aggressiveness, progression to advanced prostate cancer, death due to any cause and cost-effectiveness of screening. ETHICS AND DISSEMINATION The trial protocol was reviewed by the ethical committee of the Helsinki University Hospital (2910/2017). Results will be disseminated through publications in international peer-reviewed journals and at scientific meetings. TRIAL REGISTRATION NUMBER NCT03423303.
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Affiliation(s)
| | - Jani Raitanen
- Faculty of Social Sciences (Health Sciences) and Gerontology Research Center, Tampere University, Tampere, Finland
| | | | - Tuomas Kilpeläinen
- University of Helsinki, Helsinki, Finland
- Helsinki University Central Hospital, Helsinki, Finland
| | - Antti Rannikko
- University of Helsinki, Helsinki, Finland
- Helsinki University Central Hospital, Helsinki, Finland
| | - Teuvo Tammela
- Tampere University, Tampere, Finland
- Tampere University Hospital, Tampere, Finland
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Tanaka C, Tagami T, Kaneko J, Kitamura N, Yasunaga H, Aso S, Takeda M, Kuno M. Impact of the COVID-19 pandemic on prehospital and in-hospital treatment and outcomes of patients after out-of-hospital cardiac arrest: a Japanese multicenter cohort study. BMC Emerg Med 2024; 24:12. [PMID: 38191311 PMCID: PMC10775511 DOI: 10.1186/s12873-024-00929-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 01/02/2024] [Indexed: 01/10/2024] Open
Abstract
BACKGROUND In the chain of survival for Out-of-hospital cardiac arrest (OHCA), each component of care contributes to improve the prognosis of the patient with OHCA. The SARS-CoV-2 (COVID-19) pandemic potentially affected each part of care in the chain of survival. The aim of this study was to compare prehospital care, in-hospital treatment, and outcomes among OHCA patients before and after the COVID-19 pandemic. METHODS We analyzed data from a multicenter prospective study in Kanto area, Japan, named SOS-KANTO 2017. We enrolled patients who registered during the pre-pandemic period (September 2019 to December 2019) and the post-pandemic period (June 2020 to March 2021). The main outcome measures were 30-day mortality and the proportion of favorable outcomes at 1 month, and secondary outcome measures were changes in prehospital and in-hospital treatments between the pre- and post-pandemic periods. RESULTS There were 2015 patients in the pre-pandemic group, and 5023 in the post-pandemic group. The proportion of advanced airway management by emergency medical service (EMS) increased (p < 0.01), and EMS call-to-hospital time was prolonged (p < 0.01) in the post- versus pre-pandemic group. There were no differences between the groups in defibrillation, extracorporeal membrane oxygenation, or temperature control therapy (p = 0.43, p = 0.14, and p = 0.16, respectively). Survival rate at 1 month and favorable outcome rate at 1 month were lower (p = 0.01 and p < 0.01, respectively) in the post- versus pre-pandemic group. CONCLUSION Survival rate and favorable outcome rate 1 month after return of spontaneous circulation of OHCA worsened, EMS response time was prolonged, and advanced airway management by EMS increased in the post- versus pre-pandemic group; however, most prehospital and in-hospital management did not change between pre- and post-COVID-19 pandemic.
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Affiliation(s)
- Chie Tanaka
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Tokyo, 2068512, Japan
| | - Takashi Tagami
- Department of Emergency and Critical Care Medicine, Nippon Medical School Musashikosugi Hospital, 1-396 Kosugimachi, Nakahara-ku, Kawasaki, Kanagawa, 211-8533, Japan.
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, Bunkyo, Tokyo, 1138654, Japan.
| | - Junya Kaneko
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Tokyo, 2068512, Japan
| | - Nobuya Kitamura
- Department of Emergency and Critical Care Medicine, Kimitsu Chuo Hospital, Kimitsu, Chiba, 2928535, Japan
| | - Hideo Yasunaga
- Department of Clinical Epidemiology and Health Economics, School of Public Health, The University of Tokyo, Bunkyo, Tokyo, 1138654, Japan
| | - Shotaro Aso
- Department of Real-world Evidence, Graduate School of Medicine, The University of Tokyo, Tokyo, 1138654, Japan
| | - Munekazu Takeda
- Department of Critical Care and Emergency Medicine, Tokyo Women's Medical University, Tokyo, 1628666, Japan
| | - Masamune Kuno
- Department of Emergency and Critical Care Medicine, Nippon Medical School Tama Nagayama Hospital, Tama-shi, Tokyo, 2068512, Japan
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Yang M, Schick MR, Sullivan TP, Weiss NH. Predicting Completion of Ecological Momentary Assessments Among Substance-Using Women Experiencing Intimate Partner Violence. Assessment 2024:10731911231216948. [PMID: 38174693 DOI: 10.1177/10731911231216948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Noncompletion of ecological momentary assessment (EMA) surveys is a common issue and may yield bias in results if not properly handled. Using data observed at scheduled times as well as data retrieved later to fill missing responses, this study aims to investigate predictors of EMA completion, including demographic characteristics, time-related factors, and momentary experiences/behaviors. Data were from a 30-day EMA study including 145 women currently experiencing intimate partner violence (IPV) and using substances. The average rate of EMA completion was initially 51.4% at the scheduled times and increased to 72.6% after incorporating data from later-retrieved surveys. Participants who were younger, had more children, or had lower mean levels of negative affect dysregulation showed lower completion rates. At the momentary survey level, more days into the study and afternoon/evening reports (vs. morning reports) were associated with lower completion; lower levels of negative affect dysregulation, less smoking or alcohol use, and experiencing IPV were linked to lower momentary completion. Implications of the results for handling missing data in EMA are discussed and have important ramifications for future research, practice, and theory.
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McLellan LF, Woon S, Hudson JL, Lyneham HJ, Karin E, Rapee RM. Treating child anxiety using family-based internet delivered cognitive behavior therapy with brief therapist guidance: A randomized controlled trial. J Anxiety Disord 2024; 101:102802. [PMID: 38071870 DOI: 10.1016/j.janxdis.2023.102802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 11/04/2023] [Accepted: 12/01/2023] [Indexed: 01/17/2024]
Abstract
Online treatment delivery has the potential to increase access to evidence-based mental health care for children with anxiety disorders. Using a randomized controlled trial design, we evaluated the efficacy of Cool Kids Online, a family-based and therapist supported internet-delivered cognitive behavioral treatment (CBT) designed to target anxiety disorders in children. Ninety-five children aged 7-12 years with a DSM-5 anxiety disorder were randomly allocated to Cool Kids Online or a waitlist control. Children were assessed at baseline, week 11, and 6-months following treatment. Children in waitlist received treatment after week 11 and also completed assessments immediately and six months after treatment, allowing treatment maintenance to be evaluated for all children. Compared to waitlist, Cool Kids Online led to significantly greater remission of anxiety disorders (primary and all anxiety diagnoses) and greater reduction of caregiver-reported anxiety symptoms and interference at week 11. Child-reported anxiety symptoms and interference and child- and caregiver-reported depressive or externalizing symptoms did not differ significantly between conditions. Medium to large within-treatment effects were observed for all children from pre to post treatment with post treatment effects maintained until follow-up. Overall, the findings provide support for the efficacy of the program in treating anxiety. Cool Kids Online compared to waitlist for the remission of anxiety disorders in clinically anxious children; anzctr.org.au; ACTRN12615000947505.
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Affiliation(s)
- Lauren F McLellan
- Lifespan Health and Wellbeing Research Centre, Faculty of Medicine, Health and Human Sciences, School of Psychological Sciences, Macquarie University, Sydney, NSW, 2109, Australia.
| | - Samantha Woon
- Lifespan Health and Wellbeing Research Centre, Faculty of Medicine, Health and Human Sciences, School of Psychological Sciences, Macquarie University, Sydney, NSW, 2109, Australia; School of Psychological Sciences, Macquarie University, Sydney, NSW 2109, Australia
| | - Jennifer L Hudson
- Lifespan Health and Wellbeing Research Centre, Faculty of Medicine, Health and Human Sciences, School of Psychological Sciences, Macquarie University, Sydney, NSW, 2109, Australia; School of Psychological Sciences, Macquarie University, Sydney, NSW 2109, Australia
| | - Heidi J Lyneham
- Lifespan Health and Wellbeing Research Centre, Faculty of Medicine, Health and Human Sciences, School of Psychological Sciences, Macquarie University, Sydney, NSW, 2109, Australia
| | - Eyal Karin
- eCentreClinic, School of Psychological Sciences, Macquarie University, Sydney, NSW 2109, Australia
| | - Ronald M Rapee
- Lifespan Health and Wellbeing Research Centre, Faculty of Medicine, Health and Human Sciences, School of Psychological Sciences, Macquarie University, Sydney, NSW, 2109, Australia
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Oberman HI, Vink G. Toward a standardized evaluation of imputation methodology. Biom J 2024; 66:e2200107. [PMID: 36932050 DOI: 10.1002/bimj.202200107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 02/01/2023] [Accepted: 02/08/2023] [Indexed: 03/19/2023]
Abstract
Developing new imputation methodology has become a very active field. Unfortunately, there is no consensus on how to perform simulation studies to evaluate the properties of imputation methods. In part, this may be due to different aims between fields and studies. For example, when evaluating imputation techniques aimed at prediction, different aims may be formulated than when statistical inference is of interest. The lack of consensus may also stem from different personal preferences or scientific backgrounds. All in all, the lack of common ground in evaluating imputation methodology may lead to suboptimal use in practice. In this paper, we propose a move toward a standardized evaluation of imputation methodology. To demonstrate the need for standardization, we highlight a set of possible pitfalls that bring forth a chain of potential problems in the objective assessment of the performance of imputation routines. Additionally, we suggest a course of action for simulating and evaluating missing data problems. Our suggested course of action is by no means meant to serve as a complete cookbook, but rather meant to incite critical thinking and a move to objective and fair evaluations of imputation methodology. We invite the readers of this paper to contribute to the suggested course of action.
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Affiliation(s)
- Hanne I Oberman
- Departement of Methodology & Statistics, Utrecht, The Netherlands
| | - Gerko Vink
- Departement of Methodology & Statistics, Utrecht, The Netherlands
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Gawria L, Krielen P, Stommel M, van Goor H, ten Broek R. Reproducibility and predictive value of three grading systems for intraoperative adverse events in a cohort of abdominal surgery. Int J Surg 2024; 110:202-208. [PMID: 38000068 PMCID: PMC10793815 DOI: 10.1097/js9.0000000000000428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 04/21/2023] [Indexed: 11/26/2023]
Abstract
INTRODUCTION Intraoperative adverse events (iAEs) are increasingly recognized for their impact on patient outcomes. The Kaafarani classification and Surgical Apgar Score (SAS) were developed to assess the intraoperative course; however, both have their drawbacks. ClassIntra was validated for iAEs of any origin. This study compares the Kaafarani and SAS to ClassIntra considering predictive value and interrater reliability in a cohort of abdominal surgery to support implementation of a classification in clinical practice. METHODS The authors made use of the LAParotomy or LAParoscopy and ADhesiolysis (LAPAD) study database of elective abdominal surgery. Detailed descriptions on iAEs were collected in real-time by a researcher. For the current research aim, all iAEs were graded according ClassIntra, Kaafarani, and SAS (score ≤4). The predictive value was assessed using univariable and multivariable linear regression and the area under the receiver operating curve (AUROC). Two teams graded ClassIntra and Kaafarani to assess the interrater reliability using Cohen's Kappa. RESULTS A total of 755 surgeries were included, in which 335 (44%) iAEs were graded according to ClassIntra, 228 (30%) to Kaafarani, and 130 (20%) to SAS. All classifications were significantly correlated to postoperative complications, with an AUROC of 0.67 (95% CI: 0.62-0.72), 0.64 (0.59-0.70), and 0.71 (0.56-0.76), respectively. For the secondary endpoint, the interrater reliability of ClassIntra with κ 0.87 (95% CI: 0.84-0.90) and Kaafarani 0.90 (95% CI: 0.87-0.93) was both strong. CONCLUSION ClassIntra, Kaafarani, and SAS can be used for reporting of iAEs in abdominal surgery with good predictive value for postoperative complications, with strong reliability. ClassIntra, compared with Kaafarani and SAS, included the most iAEs and has the most comprehensive definition suitable for uniform reporting of iAEs in clinical practice and research.
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Affiliation(s)
- L. Gawria
- Department of Surgery, Radboud University Medical Center, Nijmegen, The Netherlands
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