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Nevin Manimala Statistics

Dataset for predicting single-spot proton ranges in proton therapy of prostate cancer

Sci Data. 2021 Sep 29;8(1):252. doi: 10.1038/s41597-021-01028-0.

ABSTRACT

The number of radiotherapy patients treated with protons has increased from less than 60,000 in 2007 to more than 220,000 in 2019. However, the considerable uncertainty in the positioning of the Bragg peak deeper in the patient raised new challenges in the proton therapy of prostate cancer (PCPT). Here, we describe and share a dataset where 43 single-spot anterior beams with defined proton energies were delivered to a prostate phantom with an inserted endorectal balloon (ERB) filled either with water only or with a silicon-water mixture. The nuclear reactions between the protons and the silicon yield a distinct prompt gamma energy line of 1.78 MeV. Such energy peak could be identified by means of prompt gamma spectroscopy (PGS) for the protons hitting the ERB with a three-sigma threshold. The application of a background-suppression technique showed an increased rejection capability for protons hitting the prostate and the ERB with water only. We describe each dataset, document the full processing chain, and provide the scripts for the statistical analysis.

PMID:34588458 | DOI:10.1038/s41597-021-01028-0

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Nevin Manimala Statistics

Reconfigurable Stochastic neurons based on tin oxide/MoS2 hetero-memristors for simulated annealing and the Boltzmann machine

Nat Commun. 2021 Sep 29;12(1):5710. doi: 10.1038/s41467-021-26012-5.

ABSTRACT

Neuromorphic hardware implementation of Boltzmann Machine using a network of stochastic neurons can allow non-deterministic polynomial-time (NP) hard combinatorial optimization problems to be efficiently solved. Efficient implementation of such Boltzmann Machine with simulated annealing desires the statistical parameters of the stochastic neurons to be dynamically tunable, however, there has been limited research on stochastic semiconductor devices with controllable statistical distributions. Here, we demonstrate a reconfigurable tin oxide (SnOx)/molybdenum disulfide (MoS2) heterogeneous memristive device that can realize tunable stochastic dynamics in its output sampling characteristics. The device can sample exponential-class sigmoidal distributions analogous to the Fermi-Dirac distribution of physical systems with quantitatively defined tunable “temperature” effect. A BM composed of these tunable stochastic neuron devices, which can enable simulated annealing with designed “cooling” strategies, is conducted to solve the MAX-SAT, a representative in NP-hard combinatorial optimization problems. Quantitative insights into the effect of different “cooling” strategies on improving the BM optimization process efficiency are also provided.

PMID:34588444 | DOI:10.1038/s41467-021-26012-5

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Nevin Manimala Statistics

Brief segments of neurophysiological activity enable individual differentiation

Nat Commun. 2021 Sep 29;12(1):5713. doi: 10.1038/s41467-021-25895-8.

ABSTRACT

Large, openly available datasets and current analytic tools promise the emergence of population neuroscience. The considerable diversity in personality traits and behaviour between individuals is reflected in the statistical variability of neural data collected in such repositories. Recent studies with functional magnetic resonance imaging (fMRI) have concluded that patterns of resting-state functional connectivity can both successfully distinguish individual participants within a cohort and predict some individual traits, yielding the notion of an individual’s neural fingerprint. Here, we aim to clarify the neurophysiological foundations of individual differentiation from features of the rich and complex dynamics of resting-state brain activity using magnetoencephalography (MEG) in 158 participants. We show that akin to fMRI approaches, neurophysiological functional connectomes enable the differentiation of individuals, with rates similar to those seen with fMRI. We also show that individual differentiation is equally successful from simpler measures of the spatial distribution of neurophysiological spectral signal power. Our data further indicate that differentiation can be achieved from brain recordings as short as 30 seconds, and that it is robust over time: the neural fingerprint is present in recordings performed weeks after their baseline reference data was collected. This work, thus, extends the notion of a neural or brain fingerprint to fast and large-scale resting-state electrophysiological dynamics.

PMID:34588439 | DOI:10.1038/s41467-021-25895-8

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Nevin Manimala Statistics

Long-Term Outcomes of Surgical Treatment for Acute Type-A Aortic Dissection with Coronary Artery Involvement

Int Heart J. 2021;62(5):1069-1075. doi: 10.1536/ihj.20-821.

ABSTRACT

The surgical strategies for acute type-A aortic dissection (aTAAD) with coronary artery involvement have been controversial, and its prognosis remains unclear. Thus, in this study, we aim to determine the characteristics, surgical strategies, and prognosis of patients with coronary artery involvement due to aTAAD.Retrospective analysis of 65 consecutive aTAAD patients with coronary artery involvement between September 2005 and January 2012 was performed. The patients were divided into two groups: those treated with aTAAD repair and coronary ostia reimplantation (Neri type-A, group A, n = 37) and those with aTAAD repair and coronary artery bypass grafting (Neri type B and C, group B, n = 28).Overall in-hospital mortality was determined to be 8.1% for group A and 21.4% for group B (P = 0.124). No significant difference was determined between groups A and B in cardiopulmonary bypass time, cross-clamp time, cerebral perfusion time, and hospitalization time. Intensive care unit (ICU) stay was 5.8 ± 7.4 days for group A, whereas it was 12.4 ± 10.6 days for group B (P = 0.009). The morbidity of postoperative temporary and permanent neurological dysfunction was similar between the two groups, while renal and respiratory dysfunction were 8.1% versus 25.0% and 16.2% versus 39.3%, respectively (P = 0.062, P = 0.036). Average follow-up time was 112.0 ± 44.8 months, and survival curves have not shown statistical significance between two groups (P = 0.386).Coronary artery dissection with Neri type B and C in acute TAAD has been associated with higher early death, but comparable long-term survival after discharge. However, combined immediate coronary artery bypass grafting and aortic repair remains a safe, effective, and acceptable approach to these challenging group of patients.

PMID:34588406 | DOI:10.1536/ihj.20-821

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Nevin Manimala Statistics

Effects of attachment type and number of dental implants supporting mandibular overdenture on peri-implant health: A systematic review and network meta-analysis

J Prosthodont Res. 2021 Sep 30. doi: 10.2186/jpr.JPR_D_21_00073. Online ahead of print.

ABSTRACT

PURPOSE: To evaluate the effect of overdenture (OD) attachment type and the number of implants supporting mandibular ODs on peri-implant health.

STUDY SELECTION: From inception to October 2020, electronic databases (Medline/PubMed, Embase, Cochrane Library, and Scopus) were systematically searched. The outcomes of interest were marginal bone loss (MBL), pocket probing depth (PPD), plaque index, bleeding index, and implant survival rate. Bayesian network meta-analysis was performed using the GeMTC package supported by R. The weighted mean difference and 95% credible interval were estimated.

RESULTS: Twenty-eight studies with a total of 1166 participants who received 2666 dental implants were included. Except for 4 bar and 4 telescopic, which showed a statistically lower MBL than the 2 locator, all other interventions showed insignificant differences in MBL (P > 0.05). The difference in periodontal probing depth was not statistically significant when comparing the different groups. The pooled implant survival rates of the different interventions ranged from 88.9% to 100%. The rank probability test showed that 4 bar and 4 telescopic had the lowest MBL, 2 magnet and 2 bar had the highest PI, whereas 4 locator showed the least PPD.

CONCLUSIONS: Except for 4 implants+bar, or telescopic, and 4 locator that, respectively, showed less MBL and PPD compared to some interventions, it seemed that different attachment types and number of implants supporting mandibular ODs have no clear superiority over the other in terms of peri-implant health outcomes.

PMID:34588403 | DOI:10.2186/jpr.JPR_D_21_00073

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Nevin Manimala Statistics

Expression of CXCR4 and CXCR7 in papillary thyroid carcinoma and adjacent tissues and their relationship with pathologic indicators of tumor aggressiveness

Endocr J. 2021 Sep 28. doi: 10.1507/endocrj.EJ21-0076. Online ahead of print.

ABSTRACT

The receptors of chemokines play a significance role in the aggressiveness of tumor. CXCR4/CXCR7 promote metastasis of papillary thyroid carcinoma (PTC). This study examined the expresssion of chemokine receptors CXCR4/CXCR7 in human tissue specimens of PTC and peritumoral nonmalignant tissues. The correlation between CXCR4/CXCR7 and the clinicopathological factors in PTC was also determined. CXCR4/CXCR7 were examined in 115 PTC tissues from 115 patients using immunohistochemistry. Staining intensity was compared with patients and tumor characteristics including gender, age, tumor size, capsule invasion, multifocality, lymph node metastasis, and nature of paracancerous tissue. [Statistics: rank sum test, Spearman rank order correlation test; p < 0.05]. Higher expression rates of CXCR4/CXCR7 exhibited in PTC compared with peritumoral nonmalignant tissues. The expression of them was correlated in cancer and paracancerous specimens. A trend toward higher CXCR4/CXCR7 expression was found among tumors showing positive lymph nodes and capsule invasion, while no association with sex, age, tumor size, and nature of paracancerous tissue. Number of lymph nodes was associated with higher intensity IHC staining for CXCR4/CXCR7. Intense staining for CXCR4 was also associated with multifocality. Expression of CXCR4/CXCR7 by PTCs was correlated with lymph node metastasis and capsule invasion. Although multiple bias, they were thought to play a significance role in the aggressiveness of PTC, which provides potential targets for therapeutic interventions.

PMID:34588386 | DOI:10.1507/endocrj.EJ21-0076

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Nevin Manimala Statistics

The relationship between sleep quality and psychological distress and job burnout among Chinese psychiatric nurses

Ind Health. 2021 Sep 28. doi: 10.2486/indhealth.2020-0249. Online ahead of print.

ABSTRACT

This cross-sectional study aimed to investigate the sleep quality of psychiatric nurses in China and explore the risk factors affecting it. This study used the stratified random sampling method. The general data questionnaire was conducted using the 10-item Kessler psychological distress scale (K10), the Maslach Burnout Inventory (MBI), and the Pittsburgh Sleep Quality Index (PSQI) were used to investigate the prevalence and risk factors of sleep quality among 812 psychiatric nurses in China. There were statistically significant differences in sleep quality among different shift frequency. Surveys demonstrated that sleep quality among psychiatric nurses was positively correlated with psychological distress and job burnout. Multiple logistics regression analysis showed that high psychological distress (OR = 0.907, p<0.001, 95% CI = 0.885~0.931), high emotional exhaustion (OR = 0.946, p<0.001, 95% CI = 0.921~0.972), low depersonalization (OR = 1.061, p=0.004, 95% CI = 1.019~1.104), and low personal accomplishment (OR = 0.972, p=0.018, 95% CI = 0.949~0.995) were the contributing factors of sleep quality. Future studies should investigate effective measures to relieve psychological distress and alleviate burnout, particularly for psychiatric nurses with poor sleep quality.

PMID:34588380 | DOI:10.2486/indhealth.2020-0249

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Nevin Manimala Statistics

Metabolism modulates network synchrony in the aging brain

Proc Natl Acad Sci U S A. 2021 Oct 5;118(40):e2025727118. doi: 10.1073/pnas.2025727118.

ABSTRACT

Brain aging is associated with hypometabolism and global changes in functional connectivity. Using functional MRI (fMRI), we show that network synchrony, a collective property of brain activity, decreases with age. Applying quantitative methods from statistical physics, we provide a generative (Ising) model for these changes as a function of the average communication strength between brain regions. We find that older brains are closer to a critical point of this communication strength, in which even small changes in metabolism lead to abrupt changes in network synchrony. Finally, by experimentally modulating metabolic activity in younger adults, we show how metabolism alone-independent of other changes associated with aging-can provide a plausible candidate mechanism for marked reorganization of brain network topology.

PMID:34588302 | DOI:10.1073/pnas.2025727118

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Nevin Manimala Statistics

CSF Levels of CXCL12 and Osteopontin as Early Markers of Primary Progressive Multiple Sclerosis

Neurol Neuroimmunol Neuroinflamm. 2021 Sep 29;8(6):e1083. doi: 10.1212/NXI.0000000000001083. Print 2021 Nov.

ABSTRACT

BACKGROUND AND OBJECTIVES: To evaluate the extent of intrathecal inflammation in patients with primary progressive MS (PPMS) at the time of diagnosis and to define markers and a specific inflammatory profile capable of distinguishing progressive from relapsing-remitting multiple sclerosis (RRMS).

METHODS: Levels of 34 pro- and anti-inflammatory cytokines and chemokines in the CSF were evaluated at the diagnosis in 16 patients with PPMS and 80 with RRMS. All patients underwent clinical evaluation, including Expanded Disability Status Scale assessment and a 3T brain MRI to detect white matter and cortical lesion number and volume and global and regional cortical thickness.

RESULTS: Higher levels of CXCL12 (odds ratio [OR] = 3.97, 95% CI [1.34-11.7]) and the monocyte-related osteopontin (OR = 2.24, 95% CI [1.01-4.99]) were detected in patients with PPMS, whereas levels of interleukin-10 (IL10) (OR = 0.28, 95% CI [0.09-0.96]) were significantly increased in those with RRMS. High CXCL12 levels were detected in patients with increased gray matter lesion number and volume (p = 0.001, r = 0.832 and r = 0.821, respectively). Pathway analysis confirmed the chronic inflammatory processes occurring in PPMS.

CONCLUSIONS: At the time of diagnosis, a specific CSF protein profile can recognize the presence of early intrathecal inflammatory processes, possibly stratifying PPMS with respect to RRMS. Elevated CSF levels of CXCL12 and osteopontin suggested a key role of brain innate immunity and glia activity in MS. These molecules could represent useful candidate markers of MS progression, with implications for the pathogenesis and treatment of progressive MS.

CLASSIFICATION OF EVIDENCE: This study provides Class III evidence that CXCL12 and monocyte-related osteopontin may be correlated with PPMS, and IL-10 may be related to RRMS. It is may be correlated due to Bonferroni correction negating the statistical correlations found in the study.

PMID:34588298 | DOI:10.1212/NXI.0000000000001083

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Nevin Manimala Statistics

Determinants of Overall Perception of Radiation Safety Among Radiologic Technologists

Radiol Technol. 2021 Sep;93(1):8-24.

ABSTRACT

PURPOSE: To examine the determinants of radiation safety culture among radiologic technologists in the United States. The specific aims were to report descriptive statistics related to radiation safety culture determinants and examine relationships between specific determinants of radiation safety culture and overall perception of radiation safety (OPRS).

METHODS: Radiologic technologists working in radiography, mammography, and computed tomography were identified using the American Society of Radiologic Technologists membership database. The researcher implemented a quantitative cross-sectional design using the Radiation Actions and Dimensions of Radiation Safety (RADS) survey instrument, which contained the study’s determinants and OPRS variable, to guide hypotheses testing. Descriptive statistics were used to report RADS survey item outcomes, and Pearson correlation and multiple linear regression tests were conducted to analyze the hypothesis.

RESULTS: A total of 425 radiologic technologists completed the survey. Ten variables significantly correlated with OPRS. The variables of leadership actions (β = .402; P < .001), teamwork across imaging stakeholders (β = .304; P = .011), organizational learning (β = .121; P = .007), and questioning attitude (β = .110; P = .001) predicted OPRS, with leadership actions being most important in the model.

DISCUSSION: The correlation between OPRS scores and the 10 determinants suggests that each variable is a relevant determinant of radiation safety culture among radiologic technologists in the United States. The outcomes establish key priorities and provide an actionable foundation to facilitate a positive radiation safety culture in medical imaging.

CONCLUSION: The study presented a unique examination of OPRS determinants among American radiologic technologists. Findings can be used to support clinically-oriented interventions in improving radiation safety culture.

PMID:34588275