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Nevin Manimala Statistics

Analysis of the stance phase of the gait cycle in Parkinson’s disease and its potency for Parkinson’s disease discrimination

J Biomech. 2021 Oct 17;129:110818. doi: 10.1016/j.jbiomech.2021.110818. Online ahead of print.

ABSTRACT

In this study, using vertical ground reaction force (VGRF) data and focusing on the stance phase of the gait cycle, the effect of Parkinson’s disease (PD) on gait was investigated. The used dataset consisted of 93 PD and 72 healthy individuals. Multiple comparisons correction ANOVA test and student t-test were used for statistical analyses. Results showed that a longer stance duration with a larger VGRF peak value (p < 0.05) was observed for PD patients during the stance phase. In addition, the VGRF peak value was delayed and blunted in PD cases compared with healthy individuals. These results indicated more time and effort for PD patients for posture stabilization during the stance phase. The time delay for different locations of the foot sole to contact the ground during the stance phase indicated that PD patients might use a different strategy for maintaining their body stability compared with healthy individuals. Although the VGRF time-domain pattern during the stance phase in PD was similar to healthy conditions, its local characteristics like duration and peak value differed significantly. The classification analysis based on the VGRF time-domain extracted features during the stance phase obtained PD recognition with accuracy, sensitivity and specificity of 90.82%, 88.63% and 82.56%, respectively.

PMID:34736084 | DOI:10.1016/j.jbiomech.2021.110818

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Nevin Manimala Statistics

A regularized functional method to determine the hip joint center of rotation in subjects with limited range of motion

J Biomech. 2021 Oct 23;129:110810. doi: 10.1016/j.jbiomech.2021.110810. Online ahead of print.

ABSTRACT

The symmetrical center of rotation estimation (SCoRE) is probably one of the most used functional method for estimating the hip join center (HJC). However, it requires of complex multi-plane movements to find accurate estimations of HJC. Thus, using SCoRE for people with limited hip range of motion will lead to poor HJC estimation. In this work, we propose an anisotropic regularized version of the SCoRE formulation (RSCoRE), which is able to estimate the HJC location by using only standard gait trials, avoiding the need of recording complex multi-plane movements. RSCoRE is evaluated in both accuracy and repeatability of the estimation as compared to functional and predictive methods on a self-recorded cohort of fifteen young healthy adults with no hip joint pathologies or other disorders that could affect their gait. Given that, no medical images were available for this study, to quantify the global error of HJC the SCoRE residual was used. RSCoRE presents a global error of about 12 mm, similarly to the best performance of SCoRE. The comparison of the coordinate’s errors at each coordinate indicates that HJC estimations from SCoRE with complex multi-plane movements and RSCoRE are not statistical significantly different. Finally, we show that the repeatability of RSCoRE is similar to the rest of the tested methods, yielding to repeatability values between 0.72 and 0.79. In conclusion, not only the RSCoRE yields similar estimation performance than SCoRE, but it also avoids the need of complex multi-plane movements to be performed by the subject of analysis. For this reason, RSCoRE has the potential to be a valuable approach for estimating the HJC location in people with limited hip ROM.

PMID:34736083 | DOI:10.1016/j.jbiomech.2021.110810

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Nevin Manimala Statistics

Clinical Team Training and a Structured Handoff Tool to Improve Teamwork, Communication, and Patient Safety

J Healthc Qual. 2021 Nov-Dec 01;43(6):365-373. doi: 10.1097/JHQ.0000000000000291.

ABSTRACT

BACKGROUND: Effective communication among healthcare teams is essential for ensuring handoff-related safety and quality care outcomes.

PURPOSE: The aim of this project was to improve patient safety through the reduction of communication-related errors on an acute hemodialysis unit (AHU) in an academic medical center. A target was set to reduce by 50 percent the communication-related errors using strategies to improve teamwork and communication.

METHODS: Acute hemodialysis unit team members attended Clinical Team Training (CTT) informational sessions on teamwork and communication. A structured handoff tool was implemented in the AHU to improve nurse communication and reduce communication-related patient safety events. Descriptive statistics and comparison of means were conducted to assess the differences between preimplementation and postimplementation audit and safety event data.

RESULTS: There was a statistically significant difference between the preintervention and postintervention groups of handoff tool usage and completion as well as a consistent decrease in handoff-related safety events after implementation.

CONCLUSIONS/IMPLICATIONS: Findings suggest that CTT and a structured handoff tool used to guide nurse-to-nurse care transitions lead to a reduction in communication-related safety events during handoffs in an AHU.

PMID:34734920 | DOI:10.1097/JHQ.0000000000000291

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Nevin Manimala Statistics

Statistical Inference for Clustering Results Interpretation in Clinical Practice

Stud Health Technol Inform. 2021 Oct 27;285:100-105. doi: 10.3233/SHTI210580.

ABSTRACT

The relevance of this study lies in improvement of machine learning models understanding. We present a method for interpreting clustering results and apply it to the case of clinical pathways modeling. This method is based on statistical inference and allows to get the description of the clusters, determining the influence of a particular feature on the difference between them. Based on the proposed approach, it is possible to determine the characteristic features for each cluster. Finally, we compare the method with the Bayesian inference explanation and with the interpretation of medical experts [1].

PMID:34734858 | DOI:10.3233/SHTI210580

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Nevin Manimala Statistics

COVID-19 Associated Wake-Up Stroke Treated With DWI/FLAIR Mismatch Guided Intravenous Alteplase: A Case Report

Neurologist. 2021 Nov 4;26(6):271-273. doi: 10.1097/NRL.0000000000000355.

ABSTRACT

INTRODUCTION: Wake-up strokes are challenging to manage due to unknown time of onset. Recently, the wake-up trial demonstrated that recombinant tissue plasminogen activator (rtPA) could be administered based on the magnetic resonance imaging (MRI)- diffusion weighted imaging/fluid attenuated inversion recovery mismatch. Many still doubt the safety results due to the higher rate of hemorrhagic conversion reported. Although it was statistically insignificant, the study was terminated early. Furthermore, Corona virus disease-19 is associated with coagulopathy and a higher risk of hemorrhagic conversion.

CASE REPORT: A 46-year-old fully functioning male presented with a wake-up right hemiparesis, right facial droop, and expressive aphasia. His National Institute of Health Stroke Scale was 4 upon arrival. Last known well state was >4.5 hours. He tested positive for SARS-CoV-2 viral infection. He had left distal-M2 occlusion. He was deemed not a candidate for rtPA. Hyperacute-MRI protocol showed diffusion weighted imaging/fluid attenuated inversion recovery mismatch. The patient received rtPA at 6.5 hours from the last knwn well state. Follow-up MRI-susceptibility weighted imaging revealed fragmented clot. The stroke burden was less than that shown on the initial computed tomography-perfusion scans implying saved penumbra. There was no hemorrhagic conversion despite low fibrinogen levels.

CONCLUSION: The hyperacute-MRI protocol for wake-up COVID-19 associated strokes might be a safe option.

PMID:34734906 | DOI:10.1097/NRL.0000000000000355

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Nevin Manimala Statistics

Identifying App-Based Meditation Habits and the Associated Mental Health Benefits: Longitudinal Observational Study

J Med Internet Res. 2021 Nov 4;23(11):e27282. doi: 10.2196/27282.

ABSTRACT

BACKGROUND: Behavioral habits are often initiated by contextual cues that occur at approximately the same time each day; so, it may be possible to identify a reflexive habit based on the temporal similarity of repeated daily behavior. Mobile health tools provide the detailed, longitudinal data necessary for constructing such an indicator of reflexive habits, which can improve our understanding of habit formation and help design more effective mobile health interventions for promoting healthier habits.

OBJECTIVE: This study aims to use behavioral data from a commercial mindfulness meditation mobile phone app to construct an indicator of reflexive meditation habits based on temporal similarity and estimate the association between temporal similarity and meditation app users’ perceived health benefits.

METHODS: App-use data from June 2019 to June 2020 were analyzed for 2771 paying subscribers of a meditation mobile phone app, of whom 86.06% (2359/2771) were female, 72.61% (2012/2771) were college educated, 86.29% (2391/2771) were White, and 60.71% (1664/2771) were employed full-time. Participants volunteered to complete a survey assessing their perceived changes in physical and mental health from using the app. Receiver operating characteristic curve analysis was used to evaluate the ability of the temporal similarity measure to predict future behavior, and variable importance statistics from random forest models were used to corroborate these findings. Logistic regression was used to estimate the association between temporal similarity and self-reported physical and mental health benefits.

RESULTS: The temporal similarity of users’ daily app use before completing the survey, as measured by the dynamic time warping (DTW) distance between app use on consecutive days, significantly predicted app use at 28 days and at 6 months after the survey, even after controlling for users’ demographic and socioeconomic characteristics, total app sessions, duration of app use, and number of days with any app use. In addition, the temporal similarity measure significantly increased in the area under the receiver operating characteristic curve (AUC) for models predicting any future app use in 28 days (AUC=0.868 with DTW and 0.850 without DTW; P<.001) and for models predicting any app use in 6 months (AUC=0.821 with DTW and 0.802 without DTW; P<.001). Finally, a 1% increase in the temporal similarity of users’ daily meditation practice with the app over 6 weeks before the survey was associated with increased odds of reporting mental health improvements, with an odds ratio of 2.94 (95% CI 1.832-6.369).

CONCLUSIONS: The temporal similarity of the meditation app use was a significant predictor of future behavior, which suggests that this measure can identify reflexive meditation habits. In addition, temporal similarity was associated with greater perceived mental health benefits, which demonstrates that additional mental health benefits may be derived from forming reflexive meditation habits.

PMID:34734826 | DOI:10.2196/27282

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Nevin Manimala Statistics

Does coexistence of fragmented QRS and cardiovascular disease have the ability to predict the mortality in hospitalized, critically ill patients with COVID-19?

Anatol J Cardiol. 2021 Nov;25(11):803-810. doi: 10.5152/AnatolJCardiol.2021.13611.

ABSTRACT

OBJECTIVE: In this study, we aimed to investigate the prognostic accuracy of the presence of fragmented QRS (fQRS) on baseline electrocardiogram on the adverse outcome in critical patients with coronavirus disease 2019 (COVID-19) with cardiovascular disease (CVD).

METHODS: The current study was retrospective designed and included 169 patients who were critically ill with COVID-19 and CVD (mean age of 62±15 years). The patients were grouped into those who died (non-survivor group) and those who survived (survivor group).

RESULTS: The non-survivors were older and more often had CVD (p=0.009), hypertension (p=0.046), diabetes (p=0.048), cancer (p=0.023), and chronic renal failure (p=0.001). Although the presence of fQRS on the basal electrocardiogram was more common in patients who died, this was not statistically significant (p=0.059). Furthermore, non-survivors had more frequent the coexistence of CVD and fQRS (p=0.029). In Model 1 multivariate regression analysis, CVD alone was not a predictor of mortality (p=0.078), whereas coexistence of CVD and fQRS was found to be an independent predictor of mortality in Model 2 analysis [hazard ratio (HR): 2.243; p=0.003]. Furthermore, older age (HR: 1.022; p=0.006 and HR: 1.023; p=0.005), cancer (HR: 1.912; p=0.021 and HR: 1.858; p=0.031), high SOFA score (HR: 1.177; p=0.003 and HR: 1.215; p<0.001), and increased CRP level (HR: 1.003; p=0.039 and HR: 1.003; p=0.027) independently predicted the mortality in both multivariate analysis models, respectively.

CONCLUSION: fQRS may be a useful and handy risk-stratification tool for clinical outcomes by identifying high-risk individuals, especially among those with CVD.

PMID:34734814 | DOI:10.5152/AnatolJCardiol.2021.13611

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Nevin Manimala Statistics

A clinical trial comparing complete revascularization at the time of primary percutaneous coronary intervention versus during the index hospital admission in patients with multi-vessel coronary artery disease and STEMI uncomplicated by cardiogenic shock

Anatol J Cardiol. 2021 Nov;25(11):781-788. doi: 10.5152/AnatolJCardiol.2021.71080.

ABSTRACT

OBJECTIVE: In this study, we aimed to compare major adverse cardiac and cerebrovascular events (MACCE), defined as a composite of death, stroke, myocardial infarction and symptom-induced revascularization, and mortality within one year of randomization between two strategies; complete revascularization including non-culprit lesions percutaneous coronary intervention (PCI) during primary PCI (PPCI) versus complete revascularization during the same hospital admission in patients with multi-vascular coronary artery disease (MVD) presenting with ST-elevation myocardial infarction (STEMI) uncomplicated by cardiogenic shock.

METHODS: We randomized in a 1: 1 manner 100 patients with MVD and STEMI uncomplicated by cardiogenic shock who had undergone successful culprit-lesion PCI to either a strategy of complete revascularization with PCI of angiographically significant non-culprit lesions in the index PPCI procedure or to a strategy of complete revascularization during a second procedure that took place during the same hospital admission.

RESULTS: The first primary outcome was death within a timeframe of one year and the second a composite of MACCE within a year following complete revascularization. Of the total number of patients monitored, 4% in each of the two groups was associated with the first primary outcome (p=0.984) and the second primary outcome in 6% (p=0.970). There was no statistical difference between outcomes in the two groups.

CONCLUSION: Among patients with MVD and STEMI uncomplicated by cardiogenic shock, there was no difference regarding outcomes when using a strategy of complete revascularization of non-culprit lesions during PPCI or the same hospital admission.

PMID:34734811 | DOI:10.5152/AnatolJCardiol.2021.71080

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Nevin Manimala Statistics

Analysis of Medical Malpractice Outcomes for Sports Orthopedic Procedures

Orthopedics. 2021 Nov 8:1-6. doi: 10.3928/01477447-20211101-06. Online ahead of print.

ABSTRACT

Orthopedic sports medicine surgeons are especially vulnerable to litigation, largely because of high patient expectations in the setting of complex surgeries. Understanding the factors associated with litigation may reduce physician risk as well as optimize patient satisfaction and outcomes. We used a national medicolegal database to search for medical malpractice verdicts and out-of-court settlements involving common sports injuries and their surgical management between January 1, 2000, and January 1, 2018. Univariate analysis was performed to identify predictors of case outcome and monetary awards. We identified 777 cases, but only 328 met the inclusion criteria. Of the 328 cases included in our study, 231 (70.4%) resulted in a defendant verdict, 75 (22.9%) resulted in a plaintiff verdict, and 22 (6.7%) resulted in a settlement. The most common reason for litigation was intraoperative error (183 cases, 55.8%). No statistically significant difference was found between monetary awards for plaintiff verdicts vs settlements (mean award of $1.29 million and $0.72 million, respectively, P=.07). Cases in which the plaintiff claimed neurovascular injury were significantly more likely to result in a higher monetary award (mean award of $2.37 million, P=.02). Cases involving an incorrect surgical site were significantly less likely to result in a defendant outcome, with 7 of 12 cases (58.3%) leading to a plaintiff outcome (P=.047). With more than two-thirds of cases resulting in a defendant verdict, many suits result in a favorable outcome for practitioners. Intraoperative error is the most common reason for litigation, and neurovascular injury resulted in the highest monetary payouts. Vigilance to avoid these events may improve patient outcomes and decrease liability to practitioners. [Orthopedics. 202x;xx(x):xx-xx.].

PMID:34734778 | DOI:10.3928/01477447-20211101-06

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Nevin Manimala Statistics

Adhesive Taping Shows Better Cosmetic Outcomes Than Tissue Adhesives for Sutured Upper Extremity Incisions: A Single-Blind Prospective Randomized Controlled Trial

Orthopedics. 2021 Nov 8:1-5. doi: 10.3928/01477447-20211101-08. Online ahead of print.

ABSTRACT

Adhesive taping is commonly used to reinforce wound closure and approximate minor lacerations. Recently, tissue adhesives such as 2-octylcyanoacrylate have gained popularity because of their high tensile strength, bacteriostatic properties, and spontaneous peeling. We sought to evaluate the cosmetic result of upper extremity incisions closed primarily by subcuticular suture, randomizing the application of tissue adhesive vs adhesive taping to different halves of the same surgical incision. Subjects were recruited from patients undergoing common procedures at the senior surgeon’s hand surgery clinic. After primary closure, we applied either quarter-inch adhesive tape or tissue adhesive to the proximal and distal aspects of the wounds, based on a preoperative randomization protocol. We assessed the scars at approximately 3 months (range, 2-5 months). Subjects completed a validated scar assessment questionnaire, and a blinded photograph was obtained to allow 2 independent surgeons to assess the scar. Mean age was 63 years (SD, 11.8 years; range, 21-88 years); 56% of patients were women, and 44% were men. Most of the incisions were open carpal tunnel release and thumb carpometacarpal arthroplasty (14 each). Adhesive taping showed a better overall mean score based on evaluation by the hand surgeons, a finding that was statistically significant. The greatest differences were observed between color and size, but no subcategories were significantly different. Patients reported nonstatistical, but slightly better overall cosmetic outcomes with adhesive taping rather than tissue adhesive. Adhesive strips provide a modest but significant improvement in cosmetic outcomes vs more expensive tissue adhesive. Future evaluation of closure methods that evaluate cost, speed of application, suture technique, and dressing will optimize scar appearance. [Orthopedics. 202x;4x(x):xx-xx.].

PMID:34734780 | DOI:10.3928/01477447-20211101-08