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Nevin Manimala Statistics

Cortisol awakening response in the airborne rescue service

Occup Med (Lond). 2022 Jun 5:kqac052. doi: 10.1093/occmed/kqac052. Online ahead of print.

ABSTRACT

BACKGROUND: Work-related stress may lead to mental and physical illnesses. Emergency physicians may be particularly vulnerable to developing such diseases due to their extreme emotional working environment.

AIMS: The purpose of the study was to analyse the hormonal stress burden of emergency physicians in the airborne rescue service to create an empirical basis for developing appropriate measures against chronic stress in the rescue service.

METHODS: Three salivary cortisol samples were collected after awakening in 15 min intervals-each on a flight rescue day, a clinic day and a free day-to calculate the extent of the hormonal stress load of the emergency physicians. A nested linear mixed-model analysis was used in 40 cases to investigate hormonal stress. Furthermore, professional years and gender were included in the calculations.

RESULTS: The mixed model showed neither a main effect for measurement time nor for day but a significant interaction effect (P = 0.002). The cortisol level rises strongly on the flight rescue and the clinic day, while on the free day it shows a moderate increase. Professional years and gender also proved to be statistically significant for the cortisol level of emergency physicians (P < 0.001).

CONCLUSIONS: The results show a significantly higher cortisol increase on working days compared with a free day, which indicates a stronger stress burden on working days of emergency physicians in the airborne rescue service. Future studies should examine the stress level of emergency physicians in more detail to prove whether the working conditions of emergency physicians need to be modified.

PMID:35660919 | DOI:10.1093/occmed/kqac052

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Nevin Manimala Statistics

Conservative or liberal oxygen therapy for mechanically ventilated adults with acute brain pathologies: A post-hoc subgroup analysis

J Crit Care. 2022 Jun 2;71:154079. doi: 10.1016/j.jcrc.2022.154079. Online ahead of print.

ABSTRACT

PURPOSE: To compare the effect of conservative vs. liberal oxygen therapy in mechanically ventilated adults in the intensive care unit (ICU) with non-hypoxic ischemic encephalopathy (HIE) acute brain pathologies.

MATERIALS AND METHODS: Post-hoc analysis of data from 217 patients with non-HIE acute brain pathologies included in the ICU Randomized Trial Comparing Two Approaches to OXygen therapy (ICU-ROX).

RESULTS: Patients allocated to conservative oxygen spent less time with oxygen saturation ≥ 97% (50.5 [interquartile range (IQR), 18.5-119] vs. 82 h [IQR, 38-164], absolute difference, -31.5 h; 95%CI, -59.6 to -3.4). At 180 days, 38 of 110 conservative oxygen patients (34.5%) and 28 of 104 liberal oxygen patients (26.9%) had died (absolute difference, 7.6 percentage points; 95%CI, -4.7 to 19.9 percentage points; P = 0.23; interaction P = 0.02 for non-HIE acute brain pathologies vs. HIE; interaction P = 0.53 for non-HIE acute brain pathologies vs. non-neurological conditions).

CONCLUSIONS: In this post-hoc analysis, patients admitted to the ICU with non-HIE acute brain pathologies treated with conservative oxygen therapy did not have significantly lower mortality than those treated with liberal oxygen. A trial with adequate statistical power is needed to determine whether our day 180 mortality point estimate of treatment effect favoring liberal oxygen therapy indicates a true effect.

PMID:35660843 | DOI:10.1016/j.jcrc.2022.154079

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Nevin Manimala Statistics

PD-L1 expression in 117 sinonasal mucosal melanomas and its association with clinical outcome

Ann Diagn Pathol. 2022 May 18;60:151976. doi: 10.1016/j.anndiagpath.2022.151976. Online ahead of print.

ABSTRACT

BACKGROUND: Sinonasal mucosal melanoma (SNMM) is a rare tumour with a poor prognosis. The purpose of this study was to identify independent predictors of outcome in SNMM and to examine the expression of PD-L1 and the relationship between expression and clinicopathological characteristics.

METHODS: A total of 117 patients with SNMM were reviewed in the Department of Pathology of Beijing Tongren Hospital (115 cases) and Beijing Chuiyangliu Hospital (2 cases) from June 2007 to June 2018. We evaluated the expression of PD-L1 in SNMM and investigated whether there was an association between the expression of the marker and clinicopathological characteristics.

RESULTS: Sex, age, side, location, size, histological type, melanin particles, nuclear fission and tumour infiltrating lymphocytes (TILs) were not significantly related to survival. The median survival times at the T3, T4a, and T4b stages were 23, 19, and 6 months, respectively. The difference between overall survival (OS) and AJCC stages was statistically significant. The tumour cells (TCs) were PD-L1 positive in 14/117 (12.0%) cases, and tumour-associated immune cells (ICs) were PD-L1 positive in 23/117 (19.7%) cases. A statistically significant correlation was observed between the positive expression rate of PD-L1 in ICs and TILs grading; however, there was no significant correlation between the positive expression rate of PD-L1 in TCs and TILs grading.

CONCLUSION: The AJCC stages were the only independent predictors of survival. There was no correlation between the positive expression rate of PD-L1 and OS. A statistically significant correlation was observed between the positive expression rate of PD-L1 in ICs and TILs grading.

PMID:35660809 | DOI:10.1016/j.anndiagpath.2022.151976

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Nevin Manimala Statistics

Morphological and immunohistochemical characteristics associated with metastatic and recurrent progression in pheochromocytoma/paraganglioma: A cohort study

Ann Diagn Pathol. 2022 May 28;60:151981. doi: 10.1016/j.anndiagpath.2022.151981. Online ahead of print.

ABSTRACT

This study aimed to evaluate immunohistochemical markers of pheochromocytoma/paraganglioma (PPGL) and the relationships between the grading system for adrenal pheochromocytoma and paraganglioma (GAPP) and the prognosis of PPGL in a Chinese population. A retrospective analysis was conducted on a cohort of 102 PPGL cases, from January 2012 to December 2019, with complete clinicopathological and follow-up data. Surgical pathology slides were re-reviewed. All histological parameters involved in GAPP were summarized. The relationship between clinical characteristics, expression of SDHB (succinate dehydrogenase), S-100 and Ki-67 as well as GAPP classifications and prognosis of PPGL was statistically analyzed. The 102 cases included 51 males (50%) and 51 females (50%) with a median age of 48.7 years. The median tumor size was 6.8 cm. Metastases or relapse developed in 23 (22.5%) cases. Larger tumor size, extra-adrenal location, and poorly differentiated PPGL according to GAPP were associated with metastases or relapse (P < 0.05). Histological parameters, including the appearance of large or fused cell nests, necrosis, vascular invasion, and capsular invasion, were more common in the cases with metastases or relapse (P < 0.01). Loss of SDHB or S-100 expression was more common in poorly differentiated PPGL and associated with metastases or relapse (P < 0.01). However, no significant difference in the Ki-67 index between the clinically malignant and benign group was observed. GAPP is thus helpful for evaluations of the biological behavior of PPGL.

PMID:35660808 | DOI:10.1016/j.anndiagpath.2022.151981

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Nevin Manimala Statistics

Mobile footprinting: linking individual distinctiveness in mobility patterns to mood, sleep, and brain functional connectivity

Neuropsychopharmacology. 2022 Jun 3. doi: 10.1038/s41386-022-01351-z. Online ahead of print.

ABSTRACT

Mapping individual differences in behavior is fundamental to personalized neuroscience, but quantifying complex behavior in real world settings remains a challenge. While mobility patterns captured by smartphones have increasingly been linked to a range of psychiatric symptoms, existing research has not specifically examined whether individuals have person-specific mobility patterns. We collected over 3000 days of mobility data from a sample of 41 adolescents and young adults (age 17-30 years, 28 female) with affective instability. We extracted summary mobility metrics from GPS and accelerometer data and used their covariance structures to identify individuals and calculated the individual identification accuracy-i.e., their “footprint distinctiveness”. We found that statistical patterns of smartphone-based mobility features represented unique “footprints” that allow individual identification (p < 0.001). Critically, mobility footprints exhibited varying levels of person-specific distinctiveness (4-99%), which was associated with age and sex. Furthermore, reduced individual footprint distinctiveness was associated with instability in affect (p < 0.05) and circadian patterns (p < 0.05) as measured by environmental momentary assessment. Finally, brain functional connectivity, especially those in the somatomotor network, was linked to individual differences in mobility patterns (p < 0.05). Together, these results suggest that real-world mobility patterns may provide individual-specific signatures relevant for studies of development, sleep, and psychopathology.

PMID:35660803 | DOI:10.1038/s41386-022-01351-z

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Nevin Manimala Statistics

Age-related differences in the survival benefit of the administration of antithrombin, recombinant human thrombomodulin, or their combination in sepsis

Sci Rep. 2022 Jun 3;12(1):9304. doi: 10.1038/s41598-022-13346-3.

ABSTRACT

Disseminated intravascular coagulation (DIC) is one of the major organ dysfunctions associated with sepsis. This retrospective secondary analysis comprised data from a prospective multicenter study to investigate the age-related differences in the survival benefit of anticoagulant therapy in sepsis according to the DIC diagnostic criteria. Adult patients with severe sepsis based on the Sepsis-2 criteria were enrolled and divided into the following groups: (1) anticoagulant group (patients who received anticoagulant therapy) and (2) non-anticoagulant group (patients who did not receive anticoagulant therapy). Patients in the former group were administered antithrombin, recombinant human thrombomodulin, or their combination. The increases in the risk of hospital mortality were suppressed in the high-DIC-score patients aged 60-70 years receiving anticoagulant therapy. No favorable association of anti-coagulant therapy with hospital mortality was observed in patients aged 50 years and 80 years. Furthermore, anticoagulant therapy in the lower-DIC-score range increased the risk of hospital mortality in patients aged 50-60 years. In conclusion, anticoagulant therapy was associated with decreased hospital mortality according to a higher DIC score in septic patients aged 60-70 years. Anticoagulant therapy, however, was not associated with a better outcome in relatively younger and older patients with sepsis.

PMID:35660774 | DOI:10.1038/s41598-022-13346-3

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Nevin Manimala Statistics

Reconstruction of the fetus face from three-dimensional ultrasound using a newborn face statistical shape model

Comput Methods Programs Biomed. 2022 May 19;221:106893. doi: 10.1016/j.cmpb.2022.106893. Online ahead of print.

ABSTRACT

BACKGROUND AND OBJECTIVE: The fetal face is an essential source of information in the assessment of congenital malformations and neurological anomalies. Disturbance in early stages of development can lead to a wide range of effects, from subtle changes in facial and neurological features to characteristic facial shapes observed in craniofacial syndromes. Three-dimensional ultrasound (3D US) can provide more detailed information about the facial morphology of the fetus than the conventional 2D US, but its use for pre-natal diagnosis is challenging due to imaging noise, fetal movements, limited field-of-view, low soft-tissue contrast, and occlusions.

METHODS: In this paper, we propose the use of a novel statistical morphable model of newborn faces, the BabyFM, for fetal face reconstruction from 3D US images. We test the feasibility of using newborn statistics to accurately reconstruct fetal faces by fitting the regularized morphable model to the noisy 3D US images.

RESULTS: The results indicate that the reconstructions are quite accurate in the central-face and less reliable in the lateral regions (mean point-to-surface error of 2.35 mm vs 4.86 mm). The algorithm is able to reconstruct the whole facial morphology of babies from US scans while handle adverse conditions (e.g. missing parts, noisy data).

CONCLUSIONS: The proposed algorithm has the potential to aid in-utero diagnosis for conditions that involve facial dysmorphology.

PMID:35660764 | DOI:10.1016/j.cmpb.2022.106893

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Nevin Manimala Statistics

Empirical analyses and simulations showed that different machine and statistical learning methods had differing performance for predicting blood pressure

Sci Rep. 2022 Jun 3;12(1):9312. doi: 10.1038/s41598-022-13015-5.

ABSTRACT

Machine learning is increasingly being used to predict clinical outcomes. Most comparisons of different methods have been based on empirical analyses in specific datasets. We used Monte Carlo simulations to determine when machine learning methods perform better than statistical learning methods in a specific setting. We evaluated six learning methods: stochastic gradient boosting machines using trees as the base learners, random forests, artificial neural networks, the lasso, ridge regression, and linear regression estimated using ordinary least squares (OLS). Our simulations were informed by empirical analyses in patients with acute myocardial infarction (AMI) and congestive heart failure (CHF) and used six data-generating processes, each based on one of the six learning methods, to simulate continuous outcomes in the derivation and validation samples. The outcome was systolic blood pressure at hospital discharge, a continuous outcome. We applied the six learning methods in each of the simulated derivation samples and evaluated performance in the simulated validation samples. The primary observation was that neural networks tended to result in estimates with worse predictive accuracy than the other five methods in both disease samples and across all six data-generating processes. Boosted trees and OLS regression tended to perform well across a range of scenarios.

PMID:35660759 | DOI:10.1038/s41598-022-13015-5

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Nevin Manimala Statistics

Clinical predictors for thrombus progression in cirrhotic patients with untreated splanchnic vein thrombosis

Thromb Res. 2022 May 27;216:1-7. doi: 10.1016/j.thromres.2022.05.012. Online ahead of print.

ABSTRACT

INTRODUCTION: Splanchnic vein thrombosis (SVT) occurs in a heterogenous group of patients secondary to a variety of risk factors including liver disease. Minimal data regarding natural history and outcomes of SVT exists to inform management decisions. As such, there is equipoise regarding the utility of anticoagulation in cirrhotic patients with SVT. We sought to identify clinical factors predictive of new or progressive thrombosis in a cohort of patients with untreated SVT.

METHODS: We conducted a retrospective cohort study of cirrhotic patients over 18 years of age diagnosed with SVT at the Oregon Health & Science University from 2015 to 2020, excluding those initially treated with anticoagulation. The primary study endpoint was a composite of the following: imaging-confirmed progression of SVT, development of cavernous transformation, intestinal ischemia, portal cholangiopathy or new venous or arterial thrombosis.

RESULTS: 261 patients were included in the analysis (median age 61 years, 68% male, 32% female). Forty percent of all patients experienced the primary composite endpoint. Multivariable logistic regression found that only the presence of pancreatitis or abdominal infection at diagnosis was associated with an increased likelihood of experiencing thrombus progression in patients with untreated SVT (OR 3.61, P = 0.02). There was a statistically significant overall survival difference between patients that did and did not experience the primary composite endpoint after controlling for confounding variables. (p = 0.0068).

CONCLUSIONS: Overall, only the presence of pancreatitis or intrabdominal infection were found to be significantly associated with thrombotic progression, with varices identified as marginally non-significant risk factor. Notably, thrombotic progression was associated with a significant reduction in overall survival.

PMID:35660708 | DOI:10.1016/j.thromres.2022.05.012

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Nevin Manimala Statistics

Clinical Statistics From 2017 to 2019 in the Department of Urology, Hospital of the University of the Occupational and Environmental Health, Japan

J UOEH. 2022;44(2):191-196. doi: 10.7888/juoeh.44.191.

ABSTRACT

We introduced the da Vinci Xi surgical system (Intuitive Surgical G.K. CA) in January 2018, and here we report clinical statistics on outpatients, inpatients, and surgical procedures for the 3-year period from January 2017 to December 2019. The number of new outpatients since 2017 has remained almost unchanged at 1,406, 1,530, and 1,494 per year. There was an increasing trend in the number of inpatients, from 862 to 1,021 to 1,239. The main diseases of the inpatients over the 3-year period were bladder cancer in 676 (21.7%), renal cancer in 374 (12.0%), prostate cancer in 268 (8.6%), and urolithiasis in 263 (8.4%). The total number of surgeries in the three years was 1,931. The numbers of transurethral surgeries and laparoscopic surgeries, including robotic surgeries, were 1,063 (55.0%) and 396 (20.5%), respectively. The numbers of inpatients and surgery have been increasing year by year. Medical resources are limited and need to be distributed more efficiently.

PMID:35660685 | DOI:10.7888/juoeh.44.191