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Nevin Manimala Statistics

Postoperative liver function tests can predict anastomotic dysfunction after bile duct injury repair

Updates Surg. 2022 Apr 12. doi: 10.1007/s13304-022-01275-9. Online ahead of print.

ABSTRACT

Liver function tests help in the follow-up of postoperative patients with iatrogenic bile duct injury. There is not clear evidence regarding their predictive role on anastomosis dysfunction. We describe our experience with postoperative liver function tests and a predictive model of long-term patency after repair. This is retrospective cohort study of patients with bilioenteric anastomosis for bile duct injury and their long-term follow-up. A binomial logistic regression model was performed to ascertain the effects of the grade of bile duct injury and liver function test in the postoperative period. A total of 329 patients were considered for the analysis. In the logistic regression model two predictor variables were statistically significant for anastomosis stenosis: type of bilioenteric anastomosis and alkaline phosphatase levels. A ROC curve analysis was made for alkaline phosphatase with an area under the curve of 0.758 (95% CI 0.67-0.84). A threshold of 323 mg/dL was established (OR 6.0, 95% CI 2.60-13.83) with a sensitivity of 75%, specificity of 67%, PPV of 20%, NPV of 96%, PLR of 2.27 and NLR of 0.37. Increased alkaline phosphatase (above 323 mg/dL) after the fourth operative week was found to be a predictor of long-term dysfunction.

PMID:35415799 | DOI:10.1007/s13304-022-01275-9

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Nevin Manimala Statistics

Pseudo low-energy monochromatic imaging of head and neck cancers: Deep learning image reconstruction with dual-energy CT

Int J Comput Assist Radiol Surg. 2022 Apr 12. doi: 10.1007/s11548-022-02627-x. Online ahead of print.

ABSTRACT

PURPOSE: Low-energy virtual monochromatic images (VMIs) derived from dual-energy computed tomography (DECT) systems improve lesion conspicuity of head and neck cancer over single-energy CT (SECT). However, DECT systems are installed in a limited number of facilities; thus, only a few facilities benefit from VMIs. In this work, we present a deep learning (DL) architecture suitable for generating pseudo low-energy VMIs of head and neck cancers for facilities that employ SECT imaging.

METHODS: We retrospectively analyzed 115 patients with head and neck cancers who underwent contrast enhanced DECT. VMIs at 70 and 50 keV were used as the input and ground truth (GT), respectively. We divided them into two datasets: for DL (104 patients) and for inference with SECT (11 patients). We compared four DL architectures: U-Net, DenseNet-based, and two ResNet-based models. Pseudo VMIs at 50 keV (pVMI50keV) were compared with the GT in terms of the mean absolute error (MAE) of Hounsfield unit (HU) values, peak signal-to-noise ratio (PSNR), and structural similarity (SSIM). The HU values for tumors, vessels, parotid glands, muscle, fat, and bone were evaluated. pVMI50keV were generated from actual SECT images and the HU values were evaluated.

RESULTS: U-Net produced the lowest MAE (13.32 ± 2.20 HU) and highest PSNR (47.03 ± 2.33 dB) and SSIM (0.9965 ± 0.0009), with statistically significant differences (P < 0.001). The HU evaluation showed good agreement between the GT and U-Net. U-Net produced the smallest absolute HU difference for the tumor, at < 5.0 HU.

CONCLUSION: Quantitative comparisons of physical parameters demonstrated that the proposed U-Net could generate high accuracy pVMI50keV in a shorter time compared with the established DL architectures. Although further evaluation on diagnostic accuracy is required, our method can help obtain low-energy VMI from SECT images without DECT systems.

PMID:35415780 | DOI:10.1007/s11548-022-02627-x

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Benzodiazepine-Involved Overdose Deaths in the USA: 2000-2019

J Gen Intern Med. 2022 Apr 12. doi: 10.1007/s11606-021-07035-6. Online ahead of print.

ABSTRACT

BACKGROUND: Despite the focus on overdose deaths co-involving opioids and benzodiazepines, little is known about the epidemiologic characteristics of benzodiazepine-involved overdose deaths in the USA.

OBJECTIVE: To characterize co-involved substances, intentionality, and demographics of benzodiazepine-involved overdose deaths in the USA from 2000 to 2019.

DESIGN: Cross-sectional study using national mortality records from the National Vital Statistics System.

SUBJECTS: US residents in the 50 states and District of Columbia who died from a benzodiazepine-involved overdose from 2000 to 2019.

MAIN MEASURES: Demographic characteristics, intention of overdose, and co-involved substances KEY RESULTS: A total of 118,208 benzodiazepine-involved overdose deaths occurred between 2000 and 2019 (median age, 43 [IQR, 32-52]; male, 58.6%; White, 93.3%; Black, 4.9%; American Indian and Alaska Native, 0.9%; Asian American and Pacific Islander, 0.9%; Hispanic origin, 6.4%). Opioids were co-involved in 83.5% of the deaths. Nine percent of benzodiazepine-involved overdose deaths did not involve opioids, cocaine, other psychostimulants, barbiturates, or alcohol. Overdose deaths were classified as suicides in 8.5% of cases with benzodiazepine and opioid co-involvement and 36.2% of cases with benzodiazepine but not opioid involvement. Rates of benzodiazepine-involved overdose deaths increased from 0.46 per 100,000 individuals in 2000 to 3.55 per 100,000 individuals in 2017 before decreasing to 2.96 per 100,000 individuals in 2019. Benzodiazepine-involved overdose mortality rates increased from 2000 to 2019 among all racial groups, both sexes, and individuals of Hispanic and non-Hispanic origin. Rates of benzodiazepine-involved overdose deaths decreased among White individuals, but not Black individuals, from 2017 to 2019.

CONCLUSIONS: Interventions to reduce benzodiazepine-involved overdose mortality should consider the demographics of, co-involved substances in, and presence of suicides among benzodiazepine-involved overdose deaths.

PMID:35415793 | DOI:10.1007/s11606-021-07035-6

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The effect of N95 respirators on vital parameters, PETCO2, among healthcare providers at the pandemic clinics

Ir J Med Sci. 2022 Apr 12. doi: 10.1007/s11845-022-03013-x. Online ahead of print.

ABSTRACT

BACKGROUND: Wearing face shields and masks, which used to have very limited public use before the COVID-19 outbreak, has been highly recommended by organizations, such as CDC and WHO, during this pandemic period.

AIMS: The aim of this prospective study is to scrutinize the dynamic changes in vital parameters, change in end tidal CO2 (PETCO2) levels, the relationship of these changes with taking a break, and the subjective complaints caused by respiratory protection, while healthcare providers are performing their duties with the N95 mask.

METHODS: The prospective cohort included 54 healthcare workers (doctors, nurses, paramedics) who worked in the respiratory unit of the emergency department (ED) and performed their duties by wearing valved N95 masks and face shields. The vital parameters and PETCO2 levels were measured at 0-4th-5th and 9th hours of the work-shift.

RESULTS: Only the decrease in diastolic BP between 0 and 9 h was statistically significant (p = 0.038). Besides, mean arterial pressure (MAP) values indicated a significant decrease between 0-9 h and 5-9 h (p = 0.024 and p = 0.049, respectively). In terms of the vital parameters of the subjects working with and without breaks, only PETCO2 levels of those working uninterruptedly increased significantly at the 4th hour in comparison to the beginning-of-shift baseline levels (p = 0.003).

CONCLUSION: Although the decrease in systolic blood pressure (SBP) and MAP values is assumed to be caused by increased fatigue due to workload and work pace as well as increase in muscle activity, the increase in PETCO2 levels in the ED healthcare staff working with no breaks between 0 and 4 h should be noted in terms of PPE-induced hypoventilation.

PMID:35415774 | DOI:10.1007/s11845-022-03013-x

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Breast cancer outcomes in a private hospital appear better than national outcomes in a country with a mixed public/private healthcare model

Ir J Med Sci. 2022 Apr 12. doi: 10.1007/s11845-022-03003-z. Online ahead of print.

ABSTRACT

BACKGROUND: Ireland has a mixed model of healthcare delivery with a public healthcare system funded by general taxation and a large private healthcare insurance system, covering 43% of the population in 2012 and 2016. We set out to examine disparities in outcomes among patients with breast cancer treated in a private hospital compared to national outcomes over a comparable period.

METHODS: Medical records of patients diagnosed with early (Stage 1-3 as per AJCC version 5) breast cancer between 2010 and 2015 at Bon Secours Hospital, Cork, Ireland were reviewed. Staging was confirmed and 5-year disease specific survival (DSS) and overall survival (OS) were calculated. DSS was compared to 5-year net survival (NS) figures from the National Cancer Registry of Ireland (NCRI) for a comparable period (2010-2014).

RESULTS: DSS (Bon Secours) and NS (NCRI) are summarized in Table 5 and Fig. 2. 5-year survival figures are numerically higher in the private hospital compared with national data for individual stage. Taking stages 1 to 3 combined, the 95% confidence intervals do not cross, indicating statistical significance.

CONCLUSIONS: We found evidence of superior outcomes in patients with early breast cancer treated at a private hospital compared with national outcome figures. This was demonstrated in ‘all comers’ (stages 1-3 combined), and particularly in patients with stage 3 breast cancer. Potential reasons for this disparity include differences in socioeconomic status, health-seeking behaviours and/or underlying health status between the two populations included. Differences in extent or timeliness of access to therapies may also contribute.

PMID:35415773 | DOI:10.1007/s11845-022-03003-z

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Data Resource Profile: The Information System for Research in Primary Care (SIDIAP)

Int J Epidemiol. 2022 Apr 13:dyac068. doi: 10.1093/ije/dyac068. Online ahead of print.

NO ABSTRACT

PMID:35415748 | DOI:10.1093/ije/dyac068

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Nevin Manimala Statistics

Nucleation in sessile saline microdroplets: induction time measurement via deliquescence-recrystallization cycling

Faraday Discuss. 2022 Apr 13. doi: 10.1039/d1fd00090j. Online ahead of print.

ABSTRACT

Induction time, a measure of how long one will wait for nucleation to occur, is an important parameter in quantifying nucleation kinetics and its underlying mechanisms. Due to the stochastic nature of nucleation, efficient methods for measuring large numbers of independent induction times are needed to ensure statistical reproducibility. In this work, we present a novel approach for measuring and analyzing induction times in sessile arrays of microdroplets via deliquescence/recrystallization cycling. With the help of a recently developed image analysis protocol, we show that the interfering diffusion-mediated interactions between microdroplets can be eliminated by controlling the relative humidity, thereby ensuring independent nucleation events. Moreover, possible influence of heterogeneities, impurities, and memory effect appear negligible as suggested by our 2-cycle experiment. Further statistical analysis (k-sample Anderson-Darling test) reveals that upon identifying possible outliers, the dimensionless induction times obtained from different datasets (microdroplet lines) obey the same distribution and thus can be pooled together to form a much larger dataset. The pooled dataset showed an excellent fit with the Weibull function, giving a mean supersaturation at nucleation of 1.61 and 1.85 for the 60 pL and 4 pL microdroplets respectively. This confirms the effect of confinement where smaller systems require higher supersaturations to nucleate. Both the experimental method and the data-treatment procedure presented herein offer promising routes in the study of fundamental aspects of nucleation kinetics, particularly confinement effects, and are adaptable to other salts, pharmaceuticals, or biological crystals of interest.

PMID:35415724 | DOI:10.1039/d1fd00090j

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The Orthodontist’s Role in Post-Battlefield Craniomaxillofacial Trauma Reconstruction

Mil Med. 2022 Apr 13:usac102. doi: 10.1093/milmed/usac102. Online ahead of print.

ABSTRACT

INTRODUCTION: In modern conflicts, deployed members are more vulnerable to craniomaxillofacial (CMF) injury than in previous conflicts. Patients presenting with CMF trauma are susceptible to post-trauma dental malocclusion and may require lengthy rehabilitation to achieve pre-injury function. This study surveyed military health care professionals who are potential contributors to CMF trauma rehabilitation teams to evaluate the orthodontist’s inclusion in treating to the final outcome.

METHODS: Following approval from the Defense Health Agency Information Management Collections Office (Control Number: 9-DHA-1031-E) and the Air Force 59th Medical Wing Institutional Review Board (Reference Number: FWH20210061E), a survey study was conducted from April 2021 to July 2021. Volunteer participants were recruited from orthodontists, oral maxillofacial surgeons, medical specialists, and other dental specialists who have worked in military healthcare. Respondents reported their current practice treating CMF trauma, self-evaluated their knowledge of different aspects of the process, and submitted their perceptions on system and patient-limiting factors which affect outcomes. Descriptive statistics were conducted for ordinal data and chi-square tests for categorical data. Kruskal-Wallis analyses of variance compared cohorts with further Mann-Whitney U tests to distinguish the difference in cohorts.

RESULTS: Valid responses were collected from 171 participants. The responses were mostly from active duty military (93%) and well distributed among orthodontists, oral maxillofacial surgeons, other dental specialists, and medical specialists. When reporting current CMF trauma treatment practices, the majority of dental specialists stated they most commonly participate in a multidisciplinary team that addresses any CMF trauma case (68.4%) whereas medical specialists most commonly act as solo independent provider practice (53.6%). Dental specialists reported follow-up with post-trauma patients greater than 1 year and medical specialists reported the shortest post-trauma follow-up time with a median of 0 to 3 months. The majority of participants selected at least one system factor limiting CMF trauma care (78.7%) and at least one patient factor limiting CMF trauma care (86.3%). When asked about orthodontic participation in multidisciplinary teams, the responses showed a great range with orthodontists never included in CMF trauma care 23.1% of the time and always consulted regarding trauma cases 10.7% of the time. Other survey data collected allows the investigators to draw conclusions regarding specific limitations to treatment and recommendations for improvement, along with qualitative responses from survey participants.

CONCLUSIONS: Orthodontics, while available in the military, is underutilized in treating post-warfare or other CMF trauma. There are both system- and patient-limiting factors in the treatment of battlefield and non-battlefield CMF trauma. In addition, there are limitations to the inclusion of orthodontists in CMF trauma care which include the physical distance from primary treating specialists and the absence of standard referral protocols. Oral maxillofacial surgeons reported the highest understanding of the military orthodontist’s contribution to a CMF trauma treatment team and medical specialists reported the lowest understanding. Advanced technology tools could help improve outcomes and multidisciplinary interactions. Further research is needed to study the complete CMF trauma rehabilitation process in military treatment facilities, evaluate the efficiency of cross-specialty referrals, and highlight best practices and protocols of functioning multidisciplinary teams.

PMID:35415744 | DOI:10.1093/milmed/usac102

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Training to Promote Empathic Communication in Graduate Medical Education: A Shared Learning Intervention in Internal Medicine and General Surgery

Palliat Med Rep. 2022 Mar 30;3(1):26-35. doi: 10.1089/pmr.2021.0036. eCollection 2022.

ABSTRACT

BACKGROUND: Empathic communication skills have a growing presence in graduate medical education to empower trainees in serious illness communication.

OBJECTIVE: Evaluate the impact, feasibility, and acceptability of a shared communication training intervention for residents of different specialties.

DESIGN: A randomized controlled study of standard education v. our empathic communication skills-building intervention: VitalTalk-powered workshop and formative bedside feedback using a validated observable behavioral checklist.

SETTING/SUBJECTS: During the 2018-2019 academic year, our intervention was implemented at a large single-academic medical center in the United States involving 149 internal medicine and general surgery residents.

MEASUREMENTS: Impact outcomes included observable communication skills measured in standardized patient encounters (SPEs), and self-reported communication confidence and burnout collected by surveys. Analyses included descriptive and inferential statistics, including independent and paired t tests and multiple regression model to predict post-SPE performance.

RESULTS: Of residents randomized to the intervention, 96% (n = 71/74) completed the VitalTalk-powered workshop and 42% (n = 30/71) of those residents completed the formative bedside feedback. The intervention demonstrated a 33% increase of observable behaviors (p < 0.001) with improvement in all eight skill categories, compared with the control who only showed improvement in five. Intervention residents demonstrated improved confidence in performing all elicited communication skills such as express empathy, elicit values, and manage uncertainty (p < 0.001).

CONCLUSIONS: Our educational intervention increased residents’ confidence and use of essential communication skills. Facilitating a VitalTalk-powered workshop for medical and surgical specialties was feasible and offered a shared learning experience for trainees to benefit from expert palliative care learning outside their field.

PMID:35415720 | PMC:PMC8994435 | DOI:10.1089/pmr.2021.0036

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The Effect of Immobilization Position on Functional Outcomes and Complications Associated With the Conservative Treatment of Distal Radius Fractures: A Systematic Review

J Hand Surg Glob Online. 2021 Nov 8;4(1):25-31. doi: 10.1016/j.jhsg.2021.08.007. eCollection 2022 Jan.

ABSTRACT

PURPOSE: We evaluated the literature on complications associated with different positions used for immobilizing the upper extremity during conservative treatment of distal radius fractures (DRF).

METHODS: A search of PubMed, Embase, and Medline was conducted to identify original research on the effects that upper extremity positioning during the treatment of DRFs has on complication rates. Treatment groups were categorized by wrist positioning in flexion, extension, or neutral, as well as forearm positioning in pronation, supination, or neutral. The primary endpoints examined included the loss of reduction, recasting/refabricating an orthosis, and functional limitations.

RESULTS: A total of 1,655 articles were identified through an initial database search. Ultimately, 8 studies, with 786 total patients, met the inclusion criteria for this systematic review. A qualitative analysis determined that immobilizing DRFs with the wrist in extension results in better functional and radiographic outcomes with lower rates of complications, such as pain, recasting, and the need for operation. The 2 studies that compared forearm pronation versus supination revealed contradictory results regarding which position was associated with superior outcomes. A meta-analysis comparing the various wrist and forearm positions failed to demonstrate statistically significant differences in the rates of loss of reduction or recasting/refabricating an orthosis between the groups. This analysis was limited by considerable heterogeneity in the data from the different studies.

CONCLUSIONS: Despite the high incidence of DRFs, there is limited research on the optimal position of immobilization for conservative treatment of them. Available evidence suggests that the wrist should be immobilized in extension, as these patients had improved functional and radiographic outcomes. No conclusion can be drawn from the existing literature on ideal forearm position during immobilization. This review also suggests better data reporting practices for studies researching DRFs, so that future meta-analyses can be more comprehensive.

TYPE OF STUDY/LEVEL OF EVIDENCE: Therapeutic II.

PMID:35415593 | PMC:PMC8991451 | DOI:10.1016/j.jhsg.2021.08.007