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Nevin Manimala Statistics

Upscaling human activity data: A statistical ecology approach

PLoS One. 2021 Jul 1;16(7):e0253461. doi: 10.1371/journal.pone.0253461. eCollection 2021.

ABSTRACT

Big data require new techniques to handle the information they come with. Here we consider four datasets (email communication, Twitter posts, Wikipedia articles and Gutenberg books) and propose a novel statistical framework to predict global statistics from random samples. More precisely, we infer the number of senders, hashtags and words of the whole dataset and how their abundances (i.e. the popularity of a hashtag) change through scales from a small sample of sent emails per sender, posts per hashtag and word occurrences. Our approach is grounded on statistical ecology as we map inference of human activities into the unseen species problem in biodiversity. Our findings may have applications to resource management in emails, collective attention monitoring in Twitter and language learning process in word databases.

PMID:34197484 | DOI:10.1371/journal.pone.0253461

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Nevin Manimala Statistics

Expert consensus on the important chronic non-specific neck pain motor control and segmental exercise and dosage variables: An international e-Delphi study

PLoS One. 2021 Jul 1;16(7):e0253523. doi: 10.1371/journal.pone.0253523. eCollection 2021.

ABSTRACT

BACKGROUND: Chronic non-specific neck pain is highly prevalent, resulting in significant disability. Despite exercise being a mainstay treatment, guidance on optimal exercise and dosage variables is lacking. Combining submaximal effort deep cervical muscles exercise (motor control) and superficial cervical muscles exercise (segmental) reduces chronic non-specific neck pain, but evaluation of optimal exercise and dosage variables is prevented by clinical heterogeneity.

OBJECTIVE: To gain consensus on important motor control and segmental exercise and dosage variables for chronic non-specific neck pain.

METHODS: An international 3-round e-Delphi study, was conducted with experts in neck pain management (academic and clinical). In round 1, exercise and dosage variables were obtained from expert opinion and clinical trial data, then analysed thematically (two independent researchers) to develop themes and statements. In rounds 2 and 3, participants rated their agreement with statements (1-5 Likert scale). Statement consensus was evaluated using progressively increased a priori criteria using descriptive statistics.

RESULTS: Thirty-seven experts participated (10 countries). Twenty-nine responded to round 1 (79%), 26 round 2 (70%) and 24 round 3 (65%). Round 1 generated 79 statements outlining the interacting components of exercise prescription. Following rounds 2 and 3, consensus was achieved for 46 important components of exercise and dosage prescription across 5 themes (clinical reasoning, dosage variables, exercise variables, evaluation criteria and progression) and 2 subthemes (progression criteria and progression variables). Excellent agreement and qualitative data supports exercise prescription complexity and the need for individualised, acceptable, and feasible exercise. Only 37% of important exercise components were generated from clinical trial data. Agreement was highest (88%-96%) for 3 dosage variables: intensity of effort, frequency, and repetitions.

CONCLUSION: Multiple exercise and dosage variables are important, resulting in complex and individualised exercise prescription not found in clinical trials. Future research should use these important variables to prescribe an evidence-informed approach to exercise.

PMID:34197481 | DOI:10.1371/journal.pone.0253523

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Nevin Manimala Statistics

Discriminatory Detection of ssDNA by Surface-Enhanced Raman Spectroscopy (SERS) and Tree-Based Support Vector Machine (Tr-SVM)

Anal Chem. 2021 Jul 1. doi: 10.1021/acs.analchem.0c04576. Online ahead of print.

ABSTRACT

We report label-free detection of 86-base single-stranded DNA (ssDNA) gene segments by surface-enhanced Raman spectroscopy (SERS). The use of a slippery liquid infused porous (SLIP) membrane induced aggregation of 43 nm gold nanoparticles and ssDNA upon pin-free droplet evaporation. The combined SLIPSERS approach generates significant numbers of SERS hot-spots and enabled detection at the 100 nM level of mecA and intI1 gene segments-two genes of interest in the context of antibiotic resistance. Tree-based multiclass support vector machine (Tr-SVM) classifiers were built to discriminate SERS spectra of 12 different gene sequences obtained by SLIPSERS: mecA, intI1, as well as analogues of mecA and intI1, respectively, with 2-10 base mismatches, and two random sequences. The trained predictive Tr-SVM classifiers correctly identified each gene sequence with a prediction accuracy of ∼90%. This study illustrates a novel means for discriminatory label-free SERS detection of ssDNA enabled by Tr-SVM.

PMID:34196541 | DOI:10.1021/acs.analchem.0c04576

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Nevin Manimala Statistics

The Rise of Neural Networks for Materials and Chemical Dynamics

J Phys Chem Lett. 2021 Jul 1:6227-6243. doi: 10.1021/acs.jpclett.1c01357. Online ahead of print.

ABSTRACT

Machine learning (ML) is quickly becoming a premier tool for modeling chemical processes and materials. ML-based force fields, trained on large data sets of high-quality electron structure calculations, are particularly attractive due their unique combination of computational efficiency and physical accuracy. This Perspective summarizes some recent advances in the development of neural network-based interatomic potentials. Designing high-quality training data sets is crucial to overall model accuracy. One strategy is active learning, in which new data are automatically collected for atomic configurations that produce large ML uncertainties. Another strategy is to use the highest levels of quantum theory possible. Transfer learning allows training to a data set of mixed fidelity. A model initially trained to a large data set of density functional theory calculations can be significantly improved by retraining to a relatively small data set of expensive coupled cluster theory calculations. These advances are exemplified by applications to molecules and materials.

PMID:34196559 | DOI:10.1021/acs.jpclett.1c01357

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Nevin Manimala Statistics

Culturomic and quantitative real-time-polymerase chain reaction analyses for early contamination of abutments with different surfaces: A randomized clinical trial

Clin Implant Dent Relat Res. 2021 Jul 1. doi: 10.1111/cid.13028. Online ahead of print.

ABSTRACT

BACKGROUND: Rough and/or plasma-activated abutments seem to be able to increase soft tissue adhesion and stability; however, limited evidence is available about bacterial contamination differences.

PURPOSE: The aim was to investigate the oral microbiota on four dental abutments with different surfaces by quantitative real-time polymerase chain reaction (qRT-PCR) and culturomic approach.

METHODS: Forty patients needing a single implant rehabilitation were involved in the study. Forty healing abutments, especially designed for the study, were divided into four groups according to the surface topography (1. machined [MAC], 2. machined plasma of argon treated [plasmaMAC], 3. ultrathin threaded microsurface [UTM], 4. UTM plasma of argon treated [Plasma UTM]). Random assignment was performed according to predefined randomization tables. All patients underwent surgical intervention for implant and contextual healing abutment positioning. After 2 months of healing, a sterile cotton swab was used for microbiological sampling for culturomics, while sterile paper points inserted into the sulcus were used for qRT-PCR.

RESULTS: At the end of the study, 36 patients completed all procedures and a total of 36 abutments (9 per group) were analyzed. qRT-PCR retrieved data for 23 bacterial species whereas culturomics revealed the presence of 74 different bacteria, most of them not routinely included into oral cavity microbiological kits of analysis or never found before in the oral microenvironment. No statistically significant differences emerged analyzing the four different surfaces (p = 0.053). On the contrary, higher total and specific bacterial counts were detected in the plasma-treated surfaces compared to the untreated ones (p = 0.021).

CONCLUSIONS: Abutments with different topographies and surface treatments resulted contaminated by similar oral bacterial flora. Abutments with moderately rough surface were not associated with a greater bacterial adhesion compared to machined ones. Conversely, more bacteria were found around plasma-treated abutments. Furthermore, data reported suggested to include new species not previously sought in the routine analyses of the oral bacterial microflora.

PMID:34196453 | DOI:10.1111/cid.13028

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Nevin Manimala Statistics

Detecting Publication Selection Bias Through Excess Statistical Significance

Res Synth Methods. 2021 Jul 1. doi: 10.1002/jrsm.1512. Online ahead of print.

ABSTRACT

We introduce and evaluate three tests for publication selection bias based on excess statistical significance. The proposed tests incorporate heterogeneity explicitly in the formulas for expected and excess statistical significance. We calculate the expected proportion of statistically significant findings in the absence of selective reporting or publication bias based on each study’s standard error and meta-analysis estimates of the mean and variance of the true-effect distribution. Comparing the expected to the observed proportion of statistically significant results leads to a simple proportion of statistical significance test (PSST). Alternatively, we propose a direct test of excess statistical significance (TESS). We also combine these two tests of excess statistical significance (TESSPSST). Simulations show that these excess statistical significance tests often outperform the conventional Egger test for publication selection bias and the three-parameter selection model. This article is protected by copyright. All rights reserved.

PMID:34196473 | DOI:10.1002/jrsm.1512

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Nevin Manimala Statistics

Thoracic MDCT Findings of a Combined Congenital Lung Lesion: Bronchial Atresia Associated with Congenital Pulmonary Airway Malformation

Pediatr Pulmonol. 2021 Jul 1. doi: 10.1002/ppul.25556. Online ahead of print.

ABSTRACT

PURPOSE: To investigate the characteristic thoracic MDCT findings of pathologically proven combined congenital lung lesion consisting of bronchial atresia (BA) and congenital pulmonary airway malformation (CPAM) in children.

MATERIALS AND METHODS: All pediatric patients (age ≤ 18 years) with a known pathological diagnosis of a combined BA-CPAM congenital lung lesion, who underwent thoracic MDCT studies from January 2011 to January 2021 were included. Two pediatric radiologists independently evaluated thoracic MDCT studies for the presence of abnormalities in the lung, including nodule, mass, cyst, ground-glass opacity (GGO), and consolidation. When a lung abnormality was present, the number, size, composition (solid, cystic, or combination of both), borders (well-circumscribed vs. ill-defined), contrast enhancement pattern (non-enhancement vs. enhancement), and location (laterality, and lobar distribution) were also evaluated. Interobserver agreement between two independent reviewers was evaluated with kappa statistics.

RESULTS: Eighteen contrast-enhanced thoracic MDCT studies from 18 individual pediatric patients (8 males (44%) and 10 females (56%); mean age: 4.9 months; SD: 2.6; range: 1 – 10 months) with a pathological diagnosis of combined BA-CPAM congenital lung lesion comprised the final study population. The most frequent MDCT finding of combined BA-CPAM congenital lung lesion in children was a solitary (18/18; 100%), well-circumscribed (18/18; 100%), both solid and cystic (17/18; 94%) lesion with non-enhancing (17/17; 100%) nodule, representing the underlying BA component, adjacent to a well-circumscribed multicystic mass (18/18; 100%), representing the underlying CPAM component. This combined congenital lung lesion occurred in all lobes with similar frequency. There was almost perfect interobserver kappa agreement between the two independent reviewers for detecting abnormalities on thoracic MDCT studies (k = 0.98).

CONCLUSION: The characteristic thoracic MDCT findings of a combined BA-CPAM congenital lung lesion are a solitary, well-circumscribed solid and muticystic mass, with a non-enhancing nodule, representing the BA component, adjacent to a cystic mass, representing the CPAM component. Accurate recognition of these characteristic MDCT findings of combined BA-CPAM congenital lung lesion has great potential to help differentiate this combined congenital lung lesion from other thoracic pathology in children. This article is protected by copyright. All rights reserved.

PMID:34196512 | DOI:10.1002/ppul.25556

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Nevin Manimala Statistics

Assessment of the Validity of the Sinonasal Outcomes Test-22 in Pituitary Surgery: A Multicenter Prospective Trial

Laryngoscope. 2021 Jul 1. doi: 10.1002/lary.29711. Online ahead of print.

ABSTRACT

OBJECTIVES/HYPOTHESIS: Sinonasal Outcomes Test-22 (SNOT-22) is used widely as a patient-reported sinonasal quality-of-life (QOL) instrument for endoscopic endonasal pituitary surgery. However, it has never been validated in this population. This study explores the psychometric validity of SNOT-22 to determine if it is a valid scale in patients undergoing endoscopic pituitary surgery.

STUDY DESIGN: Multicenter prospective trial.

METHODS: Adult patients (n = 113) with pituitary tumors undergoing endoscopic surgery were enrolled in a multicenter study. Patient-reported QOL was assessed using SNOT-22 and the Anterior Skull Base Nasal Inventory-12. Face validity, internal consistency, responsiveness to clinical change, test-retest reliability, and concurrent validity were determined using standard statistical methods.

RESULTS: Internal consistency using Cronbach’s alpha at baseline and 2 weeks postoperatively were 0.911 and 0.922, indicating SNOT-22 performed well as a single construct. Mean QOL scores were significantly worse at 2 weeks than baseline (16.4 ± 15.1 vs. 23.1 ± 16.4, P < .001), indicating the scale is responsive to clinical change. However, only 11/22 items demonstrated significant changes in mean scores at 2 weeks. Correlation between scores at 2 and 3 weeks was high, suggesting good test-retest reliability, r(107) = 0.75, P < .001. Factor analysis suggests the five-factor solution proposed for the SNOT-22 in rhinosinusitis patients is not valid in pituitary surgery patients.

CONCLUSIONS: The SNOT-22 is a valid QOL instrument in patients undergoing endoscopic pituitary surgery. However, because it includes 22 items, can be applied only as a single construct, 50% of the items do not demonstrate changes after surgery, and is not as sensitive to change as other scales, shorter instruments developed specifically for this patient population may be preferable.

LEVEL OF EVIDENCE: II Laryngoscope, 2021.

PMID:34196397 | DOI:10.1002/lary.29711

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Nevin Manimala Statistics

Effect of support groups on caregiver’s quality of life

Fam Process. 2021 Jul 1. doi: 10.1111/famp.12684. Online ahead of print.

ABSTRACT

The objective of this study was to evaluate the effect that participating in support groups for caregivers has on the quality of life and psychotropic drug use of family caregivers of adults with limitations in activities of daily living. A controlled quasi-experimental longitudinal design was used with 134 caregivers (64 in the experimental group and 70 in the control group). The outcomes were health-related quality of life (EuroQol 5D3L test) and psychotropic drug use (no/yes). The analyses were performed using SPSS and R statistical software. An interaction was observed between the condition and the level of limitations in activities of daily living of the care receiver, having an effect on the caregiver’s psychotropic drug use (p = 0.003), with this use being lower among caregivers who attend support groups when their relatives present fewer limitations in activities of daily living. Moreover, the quality of life was higher in the post-test in the experimental group (B = 8.66, p = 0.015). In conclusion, support groups could improve the caregiver’s quality of life and decrease psychotropic drug use when the care receiver has low limitations in activities of daily living.

PMID:34196399 | DOI:10.1111/famp.12684

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Nevin Manimala Statistics

Effectiveness of pulmonary rehabilitation in patients with chronic obstructive pulmonary disease after lobectomy due to non-small cell lung cancer – a single-center retrospective study

Adv Respir Med. 2021;89(3):247-253. doi: 10.5603/ARM.a2021.0060.

ABSTRACT

INTRODUCTION: The procedure of lung parenchyma resection may result in impairment of physical capacity and quality of life. In patients with operable non-small cell lung cancer (NSCLC), lobectomy is an elective procedure. Chronic obstructive pulmonary disease (COPD) is a common coexisting condition in patients with NSCLC. Effectiveness of post-operative pulmonary rehabilitation (PR) in patients who underwent lobectomy due to NSCLC and suffering from COPD as compared to individuals without COPD has not been determined yet. The aim of the study was to compare effectiveness of post-operative PR in patients with COPD after lobectomy due to NSCLC (COPD[+] L [+]) with individuals with COPD without lung parenchyma resection (COPD(+) L(-)) and those who underwent lobectomy due to NSCLC and not suffering from COPD (COPD[-] L[+]).

MATERIAL AND METHODS: Thirty-seven patients with non-small cell lung cancer (21 patients with and 16 patients without COPD) who underwent lobectomy and 29 subjects with COPD referred to the Lung Diseases Treatment and Rehabilitation Centre in Lodz in 2018-2019 were included in this retrospective analysis. The patients participated in a 3-week inpatient pulmonary rehabilitation (PR) program which included breathing exercises, physical workout, relaxation exercises, education, psychological support and nutrition consulting. The evaluation included lung function measurements, six-minute walking test (6MWT) and the St. George’s Respiratory Questionnaire (SGRQ) score. The results obtained before the rehabilitation were compared to those achieved after the 3-week PR program and compared between the study groups.

RESULTS: A significant increase in the distance covered during 6MWT was observed in all the three groups studied: COPD(+) L(+) (Δ = 62.52 ± 14.58 m); COPD(-) L(+) (Δ = 73.67 ± 11.58 m); and COPD(+) L(-) (Δ = 59.93 ± 10.02 m) (p < 0.001 for all). Similarly, a statistically and clinically significant improvement in the total SGRQ score was recorded: COPD(+) L(+) ∆ = -12.05 ± 3.96 points; p < 0.05 and COPD(-) L(+) ∆ = -12.30 ± 4.85 points; p < 0.01 and COPD(+) (L-) ∆= -14.07 ± 3.36 points (p < 0.001). No significant differences in the outcome improvement between the study groups were identified.

CONCLUSIONS: The results of the study show that COPD(+) L(+) patients gained benefits from post-operative PR comparable to COPD(+) L(-) and COPD(-) L(+) subjects by improving their physical capacity and quality of life.

PMID:34196376 | DOI:10.5603/ARM.a2021.0060