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Nevin Manimala Statistics

Distinct value computations support rapid sequential decisions

Nat Commun. 2023 Nov 21;14(1):7573. doi: 10.1038/s41467-023-43250-x.

ABSTRACT

The value of the environment determines animals’ motivational states and sets expectations for error-based learning1-3. How are values computed? Reinforcement learning systems can store or cache values of states or actions that are learned from experience, or they can compute values using a model of the environment to simulate possible futures3. These value computations have distinct trade-offs, and a central question is how neural systems decide which computations to use or whether/how to combine them4-8. Here we show that rats use distinct value computations for sequential decisions within single trials. We used high-throughput training to collect statistically powerful datasets from 291 rats performing a temporal wagering task with hidden reward states. Rats adjusted how quickly they initiated trials and how long they waited for rewards across states, balancing effort and time costs against expected rewards. Statistical modeling revealed that animals computed the value of the environment differently when initiating trials versus when deciding how long to wait for rewards, even though these decisions were only seconds apart. Moreover, value estimates interacted via a dynamic learning rate. Our results reveal how distinct value computations interact on rapid timescales, and demonstrate the power of using high-throughput training to understand rich, cognitive behaviors.

PMID:37989741 | DOI:10.1038/s41467-023-43250-x

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Impact of diabetic versus non-diabetic patients undergoing coronary artery bypass graft surgery on postoperative wound complications: A meta-analysis

Int Wound J. 2023 Nov 21. doi: 10.1111/iwj.14495. Online ahead of print.

ABSTRACT

The effect of diabetes mellitus (DM) on the incidence of postoperative wound complications in patients with coronary artery bypass grafting (CABG) is still unclear. Thus, we performed a meta-analysis of CABG in DM patients to evaluate existing data from both prospective and historical cohorts. The objective of this trial was to assess the relevance and extent of the effect of diabetes on the outcome of previous CABG procedures. Data sources like Embase and Pubmed were found throughout the research, and the language was limited to English through manual search. The searches were performed up to August 2023. The data were extracted from the study of the inclusion/exclusion criteria, the features of the population, the statistical approach and the clinical results. A qualitative evaluation of the qualifying studies has been carried out. Out of the 1874 studies identified, 21 cohort studies were chosen for analysis. Meta-analyses were performed in 258 454 patients (71 351 diabetic and 187 103 non-diabetic). Twenty-one studies on deep sternal wound infections in CABG patients showed a lower rate of deep sternal wound infections in non-diabetes group compared with those with diabetes (OR, 2.13; 95% CI: 1.97, 2.31, p < 0.00001). And 16 studies of superficial wound infections in patients undergoing CABG were found to be associated with a lower rate of superficial injury (OR, 1.93; 95% CI: 1.53, 2.43, p < 0.00001) compared with those with diabetes; In five trials, perfusion time during CABG (MD, 2.31; 95% CI: -0.16, 4.79, p = 0.07) was observed, and there were no significant differences between diabetes and non-diabetes. Currently, there is a higher risk for CABG in diabetes than in non-diabetes patients with sternal infections and superficial injuries. Future randomized trials will concentrate on the treatment of such perioperatively related complications, which will lower the risk of postoperative wound infection in diabetes.

PMID:37989726 | DOI:10.1111/iwj.14495

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Impact of ileostomy on postoperative wound complications in patients after laparoscopic rectal cancer surgery: A meta-analysis

Int Wound J. 2023 Nov 21. doi: 10.1111/iwj.14493. Online ahead of print.

ABSTRACT

To prevent anastomotic leakage and other postoperative complications after laparoscopic rectal cancer surgery, a protective ileostomy is often used. However, the necessity of performing ileostomy after laparoscopic rectal cancer remains controversial. The aim of this meta-analysis was to assess the benefit of ileostomy on wound infection after laparoscopic rectal cancer. The Cochrane Library, EMBASE, Web of Science, and PubMed were used to retrieve all related documents up to September 2023. Completion of the trial literature was submitted once the eligibility and exclusion criteria were met and the literature quality assessment was evaluated. This study compared the post-operative post-operative complications of an ileostomy with that of non-ileostomy in a laparoscope. We used Reman 5.3 to analyse meta-data. Controlled studies were evaluated with ROBINS-I. The meta-analyses included 525 studies, and 5 publications were chosen to statistically analyse the data according to the classification criteria. There was no statistically significant difference in the rate of postoperative wound infections among ostomate and nonostomate (odds ratio [OR], 1.79; 95% confidence interval [CI], 0.66, 4.84; p = 0.25). In 5 trials, the incidence of anastomotic leak was increased after surgery in nonostomate patients (OR, 0.26; 95% CI, 0.12, 0.57; p = 0.0009). Two studies reported no significant difference in the length of operation time when nonstomal compared to stomal operations in patients with rectal cancer (mean difference, 0.87; 95% CI, -2.99, 4.74; p = 0.66). No significant difference was found in the rate of wound infection and operation time after operation among the two groups, but the incidence of anastomosis leak increased after operation. Protective ileostomy after laparoscopic rectal cancer was effective in reducing the risk of anastomotic leakage in patients, and we found no additional risk of infection. We cautiously conclude that protective ileostomy is active and necessary for patients with a high risk of anastomotic leakage after surgery, which needs to be further confirmed by high-quality studies with larger samples.

PMID:37989718 | DOI:10.1111/iwj.14493

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Retrospective comparison of postoperative dressing after eschar dermabrasion on paediatric scald wounds: Bacterial cellulose dressing and allogenic skin

Int Wound J. 2023 Nov 21. doi: 10.1111/iwj.14492. Online ahead of print.

ABSTRACT

Eschar dermabrasion is an easy, cost-effective and dependable technique for debriding deep partial-thickness burn wounds, highly suitable for paediatric scalds. Postoperative dressing plays a crucial role in the subsequent healing process. While allogenic skin (AGS) has long been considered as the optimal coverage for abraded burn wounds by Chinese burn specialists, its clinical application on children has encountered challenges. In recent years, our department has observed promising results in the application of bacterial cellulose dressing on paediatric burn wounds after dermabrasion surgery. This study aimed to retrospectively review qualified cases from the past 5 years and categorize them into two groups: 201 cases in the AGS group and 116 cases in the bacterial cellulose dressing (BCD) group. Upon statistical analysis, no differences were oberved between the groups in terms of demographic information and wound characteristics. However, the BCD group had a significantly longer surgery time (44.3 ± 7.0 min vs. 31.5 ± 6.1 min, p < 0.01) and shorter healing time (19.6 ± 2.2 days vs. 24.4 ± 4.3 days, p < 0.01) compared to the AGS group. Moreover, the BCD group required fewer dressing changes (3.5 ± 0.8 vs. 6.7 ± 2.1, p < 0.01) and demonstrated lower rates of skin grafting (10/116 vs. 46/201, p = 0.036). In conclusion, our findings suggest that the bacterial cellulose material may serve as an optimal coverage option for paediatric abraded scald wounds.

PMID:37989716 | DOI:10.1111/iwj.14492

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Comparable performance of antigen-detecting rapid test by healthcare worker-collected and self-collected swabs for SARS-CoV-2 diagnostic: A systematic review and meta-analysis

Rev Med Virol. 2023 Nov 21:e2492. doi: 10.1002/rmv.2492. Online ahead of print.

ABSTRACT

Usage of self-screening tests has become increasingly relevant in public health perspective for early detection of SARS-CoV-2 infection in the transitioning era of the COVID-19 pandemic into an endemic. This study was designed to compare the diagnostic accuracy of self-conducted and health professional-conducted SARS-CoV-2 rapid antigen tests (Ag-RDTs) and whether the sample was taken from anterior nasal or nasal mid-turbinate. Eligible comparative Ag-RDTs accuracy studies were retrieved from electronic databases systematically, in accordance with PRISMA. Selected studies were assessed for risk of bias using QUADAS-2 and QUADAS-C. In total, we selected five out of 1952 studies retrieved using the keywords. The overall sensitivity for the self-collected nasal swab method and healthcare worker-collected nasopharyngeal swab method was 79% (95% CI 68-87; I2 = 62%) and 83% (95% CI 75-89; I2 = 32%), respectively, which was not statistically different (p = 0.499). Nasal mid-turbinate swabs have a significantly higher sensitivity compared to anterior nasal swabs (p < 0.01). Both sampling methods represent high and comparable specificity values of 98% (95% CI 97-99; I2 = 0%) and 99% (95% CI 98-99; I2 = 0%). Positive predictive value (range 90%-99%) and negative predictive value (range 87%-98%) were equivalent for both methods. Our findings indicated the accuracy of self-collected Ag-RDT on nasal swabs was comparable to those performed by healthcare worker-collected on nasopharyngeal swabs. Self-collected Ag-RDT could be considered as a transmission prevention method in the transition of COVID-19 pandemic.

PMID:37989714 | DOI:10.1002/rmv.2492

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Beyond the short-term relief: Outcomes of geriatric rib fracture patients receiving paravertebral nerve blocks and epidural analgesia

Injury. 2023 Nov 10:111184. doi: 10.1016/j.injury.2023.111184. Online ahead of print.

ABSTRACT

BACKGROUND: Adequate pain control is a critical component of rib fracture management. Our study aimed to evaluate the in-hospital and post-discharge outcomes of geriatric rib fracture patients who received paravertebral nerve block (PVNB) versus epidural analgesia (EA) on a national level.

METHODS: We performed a 5-year (2011-15) retrospective analysis of the Nationwide Readmission database. We included all the geriatric (≥65 years) blunt trauma patients with rib fractures who received a paravertebral nerve block (PVNB) or Epidural analgesia (EA) for chest injuries. We excluded patients who were dead on arrival, those with head AIS≥3, spine AIS >0, and those with cognitive impairment. Patients were stratified into two groups (PVNB and EA). A propensity score matching (1:2) was performed, and the two groups were compared. Our outcomes included delirium, hospital length of stay (LOS), 90-day readmissions, 90-day mechanical ventilation, and initial and 90-day mortality.

RESULTS: A total of 2,855 geriatric rib fracture patients were identified, out of which 352 (12 %) received PVNB and 2,503 (87 %) received EA. The mean (SD) age was 78 (8) years and 53 % were female. A total of 1,041 patients were matched (PVNB=347, EA=694 patients). The median [IQR] Injury severity score was 9 [3-15], median chest AIS was 3 [2-4], and 70 % had ≥3 rib fractures. The total mortality during index admission was 6 %, 13 % experienced delirium, and the median hospital LOS was 6 [4-10] days. There was no difference in the primary outcomes of the two groups including rates of index admission mortality (PVNB: 5.2% vs. EA:6.3 %, p = 0.548) and delirium (PVNB: 12.4% vs. EA:12.9 %, p = 0.862). We also found no statistically significant difference between these groups in terms of 90-day respiratory complications (p = 1.000), 90-day readmission (p = 0.111), 90-day mortality (p = 0.718), and 90-day need for mechanical ventilation (p = 1.000).

CONCLUSION: The use of PVNB in geriatric trauma patients with multiple rib fractures is associated with comparable in-hospital and post-discharge outcomes relative to EA. PVNB is relatively easy to perform and has a better side effect profile. The use of PVNB as part of rib fracture management protocols warrants further consideration.

LEVEL OF EVIDENCE: III STUDY TYPE: Therapeutic/Care Management.

PMID:37989702 | DOI:10.1016/j.injury.2023.111184

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Management of thoracoabdominal gunshot wounds – Experience from a major trauma centre in South Africa

Injury. 2023 Nov 7:111186. doi: 10.1016/j.injury.2023.111186. Online ahead of print.

ABSTRACT

INTRODUCTION: The management of thoracoabdominal (TA) gunshot wounds (GSW) remains challenging. This study reviewed our experience with treating such injuries over a decade.

MATERIALS AND METHODS: A retrospective study was conducted at a major trauma centre in South Africa over a ten-year period from December 2012 to January 2022.

RESULTS: Two hundred sixteen cases were included (male: 85 %, mean age: 33 years). Median RTS: 8 and median ISS: 17 (IQR: 10-19). The mean value of physiological parameters: Heart Rate (HR): 98/min, Systolic Blood Pressure (SBP): 119 mmHg, Temperature (T): 36.2 °C, pH: 7.35, Lactate 3.7 mmol/l. Ninety-nine (46 %) underwent a CT scan of the torso. One hundred fifty-four cases (69 %) were managed operatively: thoracotomy only [5/154 (3 %)], laparotomy only [143/154 (93 %)], and combined thoracotomy and laparotomy [6/154 (4 %)]. Those who had surgery following preoperative CT had a lower rate of dual cavity exploration (2 % vs 4 %, p = 0.51), although it did not reach statistical significance. The overall morbidity was 30 % (69). 82 % required intensive care (ICU) admission. The mean length of hospital stay was 14 days. The overall mortality was 13 % (28). Over the 10-year study period, there was a steady increase in the number of cases of TA GSWs managed at our institution. Over the study period, an increasing use of CT was noted, along with a steady reduction in the proportion of operations performed.

CONCLUSIONS: Thoraco-abdominal GSWs remain challenging to manage and continue to be associated with significant morbidity and mortality. The increased use of CT scans has reduced the degree of clinical confusion around which body cavity to prioritize, leading to an apparent decrease in dual cavity exploration, and has allowed for the increased use of minimalistic and non-operative approaches.

PMID:37989701 | DOI:10.1016/j.injury.2023.111186

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Novel Deep Learning Denoising Enhances Image Quality and Lowers Radiation Exposure in Interventional Bronchial Artery Embolization Cone Beam CT

Acad Radiol. 2023 Nov 20:S1076-6332(23)00620-7. doi: 10.1016/j.acra.2023.11.003. Online ahead of print.

ABSTRACT

OBJECTIVES: In interventional bronchial artery embolization (BAE), periprocedural cone beam CT (CBCT) improves guiding and localization. However, a trade-off exists between 6-second runs (high radiation dose and motion artifacts, but low noise) and 3-second runs (vice versa). This study aimed to determine the efficacy of an advanced deep learning denoising (DLD) technique in mitigating the trade-offs related to radiation dose and image quality during interventional BAE CBCT.

MATERIALS AND METHODS: This study included BMI-matched patients undergoing 6-second and 3-second BAE CBCT scans. The dose-area product values (DAP) were obtained. All datasets were reconstructed using standard weighted filtered back projection (OR) and a novel DLD software. Objective image metrics were derived from place-consistent regions of interest, including CT numbers of the Aorta and lung, noise, and contrast-to-noise ratio. Three blinded radiologists performed subjective assessments regarding image quality, sharpness, contrast, and motion artifacts on all dataset combinations in a forced-choice setup (-1 = inferior, 0 = equal; 1 = superior). The points were averaged per item for a total score. Statistical analysis ensued using a properly corrected mixed-effects model with post hoc pairwise comparisons.

RESULTS: Sixty patients were assessed in 30 matched pairs (age 64 ± 15 years; 10 female). The mean DAP for the 6 s and 3 s runs was 2199 ± 185 µGym² and 1227 ± 90 µGym², respectively. Neither low-dose imaging nor the reconstruction method introduced a significant HU shift (p ≥ 0.127). The 3 s-DLD presented the least noise and superior contrast-to-noise ratio (CNR) (p < 0.001). While subjective evaluation revealed no noticeable distinction between 6 s-DLD and 3 s-DLD in terms of quality (p ≥ 0.996), both outperformed the OR variants (p < 0.001). The 3 s datasets exhibited fewer motion artifacts than the 6 s datasets (p < 0.001).

CONCLUSIONS: DLD effectively mitigates the trade-off between radiation dose, image noise, and motion artifact burden in regular reconstructed BAE CBCT by enabling diagnostic scans with low radiation exposure and inherently low motion artifact burden at short examination times.

PMID:37989681 | DOI:10.1016/j.acra.2023.11.003

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Parasomnias manifest different phenotypes of sleep-related behaviors in age and sex groups. A YouTube-based video research highlighting the age slope of sleepwalking

J Clin Neurosci. 2023 Nov 20:S0967-5868(23)00346-6. doi: 10.1016/j.jocn.2023.11.016. Online ahead of print.

ABSTRACT

STUDY OBJECTIVE: Finding typical patterns – phenotypes – of sleep behaviors characterizing parasomnias in different age and sex groups.

METHODS: We analyzed YouTube videos on sleep-related behaviors likely representing parasomnias. We applied the search terms “sleepwalking”, “somnambulism”, “sleep eating”, “sleep sex”, “sleep talking”, and “aggression in sleep” in six languages. We classified those persons shown on the videos into estimated biological sex and age (child, adult, elderly) groups. We scored the activity types by a self-made scale and applied binary logistic regression to analyze the association between sleep behaviors versus sex and age groups by the STATA package, providing a 95% confidence interval and the probability of statistical significance.

RESULTS: 224 videos (102 women, 68 children, 16 adults, and 40 elderly people) were scored. Elderly people had significantly (P < 0.012) lower odds of sleepwalking compared to adults and children. Adult females performed complex manual activities during sleepwalking more often than males (P < 0.012). Elderly males had 40-fold odds compared to adults and children, to perform aggressive movements and 70-fold odds of complex movements in bed, compared to adults. Elderly people presented emotional behaviors less frequently than adults (P < 0.004), and females showed them twice as often as males. Adults sleep-talked full sentences more often than children and elderly people (P < 0.001).

CONCLUSION: Our results support the existence of age- and sex-specific parasomnia phenotypes, denoting possible safety measures. The remarkably low odds of sleepwalking in the elderly highlight the possibility of different pathomechanisms in higher age groups compared to children.

BRIEF SUMMARY AND STUDY IMPACT: Parasomnias present highly variable clinical forms and often cause injuries. Identifying typical phenotypes may help risk management and imply theoretical conclusions. Our study supports the existence of age-specific parasomnia phenotypes. We found that adult women have a high risk of performing dangerous activities during sleep, and elderly males often move violently in bed, likely representing dream enactment behaviors. Elderly people of both sexes have low odds of sleep ambulation- likely representing somnambulism; compared to adults and children, constituting a descending “age slope” of somnambulism that might reflect different underlying pathomechanisms in children versus adults and the elderly.

PMID:37989677 | DOI:10.1016/j.jocn.2023.11.016

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Improved effects of the b-value for 2000 sec/mm2 DWI on an accurate qualitative and quantitative assessment of rectal cancer

Arab J Gastroenterol. 2023 Nov 20:S1687-1979(23)00061-8. doi: 10.1016/j.ajg.2023.09.001. Online ahead of print.

ABSTRACT

BACKGROUND AND STUDY OBJECTIVES: A higher b-value Diffusion-weighted imaging (DWI) would improve the contrast between cancerous and noncancerous tissue. Apparent diffusion coefficient (ADC)-histogram analysis is a method that can provide statistical data and quantitative information on tumor heterogeneity. This study aimed to compare two high b-values (1000 and 2000 sec/mm2) DWI in tumor detection and diagnostic performance in identifying early-stage tumor rectal cancer.

PATIENTS AND METHODS: This blinded and blinded retrospective study involved 56 patients with rectal cancer and 45 patients. Two radiologists evaluated the qualitative detection parameters and quantitative parameters of the ADC evaluated histogram and compared them between two DWI sequences (b-value for 1000 sec/mm2 and 2000 sec/mm2). The characteristic curves were used to assess diagnostic administration for the ADC histogram in discriminating early-stage tumors.

RESULTS: The b-value for 2000 sec/mm2 DWI significantly improved AUCs, sensitivity, specificity, and precision and decreased false-positive rate for detection compared to the b-value for 1000 sec/mm2 (p < 0.05). The mean and fifth percentile ADC value for stage I using the b-value for 1000 sec/mm2 DWI was significantly higher than stage ≥ II (p = 0.036II and 0.016 respectively), as the well as fifth, 10th, mean ADC of the fifth, 10th, and 25th ADC percentile at b-value for 2000 sec/mm2 (p = 0.031, 0.014, 0.035 and 0.025 respectively). The AUCs of the fifth percentile ADC at b-value for 2000 sec/mm2 DWI in both readers in differentiating the stage Ⅰ tumor were the highest (0.732 and 0.751).

CONCLUSION: The b-value for 2000 sec/mm2 DWI could improve the accurate detection of rectal cancer. The fifth percentile ADC at b-value for 2000 sec/mm2 sec/mm2 DWI was more useful for discriminating early stage than the b-value for 1000 sec/mm2 DWI.

PMID:37989671 | DOI:10.1016/j.ajg.2023.09.001