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Nevin Manimala Statistics

The impact of gestational diabetes on the development of fetal frontal lobe: A case-control study from a tertiary center

J Clin Ultrasound. 2023 Oct 26. doi: 10.1002/jcu.23593. Online ahead of print.

ABSTRACT

PURPOSE: To determine the effects of gestational diabetes mellitus (GDM) on fetal frontal lobe development.

METHODS: This study was conducted prospectively between May 2023 and August 2023 in Ankara City Hospital perinatology clinic. Maternal age, maternal body mass index (BMI), gestational week (GW), biparietal diameter (BPD), head circumference (HC), abdominal circumference (AC), femur length (FL), estimated fetal weight (EFW), frontal antero-posterior diameter (FAPD), occipito-frontal diameter (OFD), FAPD/OFD ratio, and FAPD/HC ratio, were compared between GDM (n = 40) and low risk controls (n = 56).

RESULTS: The mean maternal age was found higher in the GDM group compared to control group (p = 0.002). Maternal BMI was significantly higher in the GDM group than the control group (p = 0.01). Abdominal circumference (AC) was significantly higher in the GDM group compared to control group (p = 0.04). EFW was significantly higher in the GDM group compared to control group (p = 0.04). FAPD/OFD ratio was found to be higher in the GDM group than in the control group (p = 0.001). Among GDM patients, no statistically significant difference was found in the ultrasound measurements between the groups receiving insulin treatment and those without treatment. According to the correlation analysis results a moderate, positive, and statistically significant correlation was present between FAPD/OFD and GDM. In perinatal outcomes, the rate of neonatal intensive care unit admission was significantly higher in the GDM group.

DISCUSSION: Fetal frontal lobe development seems to be affected by GDM.

PMID:37883124 | DOI:10.1002/jcu.23593

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Local Anesthetic Systemic Toxicity: An Effort to Identify Knowledge Gaps Across Specialties

PM R. 2023 Oct 26. doi: 10.1002/pmrj.13093. Online ahead of print.

ABSTRACT

INTRODUCTION: Physical medicine and rehabilitation (PM&R) physicians are trained to perform interventional procedures using local anesthetics (LAs) to reduce pain and enhance function and quality of life. Local anesthetic administration is not benign and one potential complication is Local Anesthetic Systemic Toxicity (LAST). Anesthesiologists also perform interventions with LAs, however, training on LAST may differ between medical specialties.

OBJECTIVE: To investigate if a gap exists between physiatry and anesthesiology physicians’ knowledge of LAST.

DESIGN: Prospective cross-sectional survey study.

SETTING AND PARTICIPANTS: All residents, fellows, and attendings of the anesthesiology and PM&R departments at a single academic medical center.

OUTCOME MEASURE: Primary outcome measures include participants’ self-reported exposure to LAST education and comfort with their LAST knowledge as recorded on a Likert scale, as well as percentage of correctly answered knowledge-based questions on the topic.

RESULTS: Fifty-eight physicians including 28 PM&R and 30 anesthesiology physicians (24 attending and 34 trainees) participated. Anesthesiology trainees and attendings exhibited greater overall perceived knowledge of LAST (trainees U=43, p<.001; attendings U=9, p<.001), with greater exposure to LAST education (trainees U=16.5, p<.001; attendings U=12, p<.001). Assessment of responses to knowledge-based questions on LAST revealed a statistically significant knowledge gap between PM&R and Anesthesia trainees (t=6.62, p= <.001) as well as between attending groups (t=3.25, p= <.01).

CONCLUSION: This study reveals a distinction in both the subjective and objective knowledge of LAST between PM&R and anesthesiology physicians at a single academic institution. This suggests there is opportunity for further assessment of the education on LAST amongst physiatrists and residents in training. This article is protected by copyright. All rights reserved.

PMID:37883117 | DOI:10.1002/pmrj.13093

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Unsupervised Learning Based on Meibography Enables Subtyping of Dry Eye Disease and Reveals Ocular Surface Features

Invest Ophthalmol Vis Sci. 2023 Oct 3;64(13):43. doi: 10.1167/iovs.64.13.43.

ABSTRACT

PURPOSE: This study aimed to establish an image-based classification that can reveal the clinical characteristics of patients with dry eye using unsupervised learning methods.

METHODS: In this study, we analyzed 82,236 meibography images from 20,559 subjects. Using the SimCLR neural network, the images were categorized. Data for each patient were averaged and subjected to mini-batch k-means clustering, and validated through consensus clustering. Statistical metrics determined optimal category numbers. Using a UNet model, images were segmented to identify meibomian gland (MG) areas. Clinical features were assessed, including tear breakup time (BUT), tear meniscus height (TMH), and gland atrophy. A thorough ocular surface evaluation was conducted on 280 cooperative patients.

RESULTS: SimCLR neural network achieved clustering patients with dry eye into six image-based subtypes. Patients in different subtypes harbored significantly different noninvasive BUT, significantly correlated with TMH. Subtypes 1 and 5 had the most severe MG atrophy. Subtype 2 had the highest corneal fluorescent staining (CFS). Subtype 4 had the lowest TMH, whereas subtype 5 had the highest. Subtypes 3 and 6 had the largest MG areas, and the upper MG areas of a person’s bilateral eyes were highly correlated. Image-based subtypes are related to meibum quality, CFS, and morphological characteristics of MG.

CONCLUSIONS: In this study, we developed an unsupervised neural network model to cluster patients with dry eye into image-based subtypes using meibography images. We annotated these subtypes with functional and morphological clinical characteristics.

PMID:37883092 | DOI:10.1167/iovs.64.13.43

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Treatments During Pregnancy Targeting ERBB2 and Outcomes of Pregnant Individuals and Newborns

JAMA Netw Open. 2023 Oct 2;6(10):e2339934. doi: 10.1001/jamanetworkopen.2023.39934.

ABSTRACT

IMPORTANCE: Targeted therapies directed against ERBB2 are the cornerstone of medical treatment for ERBB2-positive breast cancers but are contraindicated during pregnancy.

OBJECTIVES: To describe the association of exposure to anti-ERBB2 agents during pregnancy with pregnancy and fetal or newborn outcomes, and to compare the risk and types of adverse outcomes reported more frequently in this context than after exposure to other anticancer agents.

DESIGN, SETTING, AND PARTICIPANTS: For this case-control study, All reports with a pregnancy-related condition and an antineoplastic agent (Anatomical Therapeutic Chemical classification group L01) registered in the World Health Organization international pharmacovigilance database VigiBase up to June 26, 2022, were extracted. All reports with a pregnancy, an antineoplastic treatment during pregnancy, and a cancer were retained. Reports with anticancer agents prescribed for nononcologic purposes were not included.

EXPOSURE: The exposure group was defined as reports that mention anti-ERBB2 agents compared with exposure to other anticancer agents.

MAIN OUTCOME AND MEASURES: The main outcome was the reporting odds ratio (ROR) for maternofetal complications in the group exposed to anti-ERBB2 agents compared with other anticancer agents, as determined using a disproportionality analysis.

RESULTS: A total of 3558 reports (anti-ERBB2 agents, 328; other anticancer agents, 3230) were included in the analysis. In the group exposed to anti-ERBB2 agents, most reports were from the US (159 [48.5%]), the mean (SD) age of participants was 30.8 (10.4) years, and 209 patients (97.7%) were treated for breast cancers. The molecules most frequently involved in cases with anti-ERBB2 agents were trastuzumab (n = 302), pertuzumab (n = 55), trastuzumab-emtansine (n = 20), and lapatinib (n = 18). The outcomes overreported in these cases included oligohydramnios (ROR, 17.68 [95% CI, 12.26-25.52]; P < .001), congenital respiratory tract disorders (ROR, 9.98 [95% CI, 2.88-34.67]; P < .001), and neonatal kidney failure (ROR, 9.15 [95% CI, 4.62-18.12]; P < .001). Sensitivity and multivariable analyses found similar results. Toxic effects were also significantly overreported for trastuzumab-emtansine (cardiovascular malformation: ROR, 4.46 [95% CI, 1.02-19.52]) and lapatinib (intrauterine growth restriction: ROR, 7.68 [95% CI, 3.01-19.59]).

CONCLUSIONS AND RELEVANCE: In this case-control study of 328 individuals exposed to anti-ERBB2 agents during pregnancy, exposure was associated with a severe specific adverse pregnancy and fetal or newborn outcomes compared with exposure to other anticancer treatments.

PMID:37883083 | DOI:10.1001/jamanetworkopen.2023.39934

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Risk of Stroke, Myocardial Infarction, and Death After Retinal Artery Occlusion

JAMA Ophthalmol. 2023 Oct 26. doi: 10.1001/jamaophthalmol.2023.4716. Online ahead of print.

ABSTRACT

IMPORTANCE: Patients with retinal artery occlusions (RAOs) are recommended to have emergent stroke workup, although the true risk of death and subsequent vascular events post-RAO is not clear.

OBJECTIVE: To determine short-term and long-term rates of stroke, myocardial infarction (MI), and death in patients after RAO compared with a control cohort.

DESIGN, SETTING, AND PARTICIPANTS: This retrospective cohort study used aggregated electronic health records from January 1, 2003, through April 14, 2023, from TriNetX, a network with data from more than 111 million patients. Patients with RAO and a cataract control group were identified and matched for age, sex, race, and comorbidities, including hypertension, diabetes, hyperlipidemia, and smoking status. Patients were excluded if they had a stroke or MI within 2 years before the diagnosis of RAO or cataract.

EXPOSURE: International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, diagnosis code for RAO or age-related cataract.

MAIN OUTCOMES AND MEASURES: Rate of death, stroke, and MI at 2 weeks, 30 days, 1 year, 5 years, and 10 years after RAO compared with matched controls.

RESULTS: There were a total of 34 874 patients with at least 1 year of follow-up in the RAO cohort. The mean (SD) age at the RAO event was 66 (15.2) years. The rate of death after RAO diagnosis was higher than after cataract diagnosis at 2 weeks (0.14% vs 0.06%; relative risk [RR], 2.45; 95% CI, 1.46-4.12; risk difference [RD], 0.08%; 95% CI, 0.04%-0.13%; P < .001), 30 days (0.29% vs 0.14%; RR, 2.10; 95% CI, 1.49-2.97; RD, 0.15%; 95% CI, 0.08%-0.22%; P < .001), 1 year (3.51% vs 1.99%; RR, 1.78; 95% CI, 1.61-1.94; RD, 1.41%; 95% CI, 1.17%-1.66%; P < .001), 5 years (22.74% vs 17.82%; RR, 1.28; 95% CI, 1.23-1.33; RD, 4.93%; 95% CI, 4.17%-5.68%; P < .001), and 10 years (57.86% vs 55.38%; RR, 1.05; 95% CI, 1.02-1.07; RD, 2.47%; 95% CI, 1.25%-3.69%; P < .001). Risk of stroke after RAO was higher at 2 weeks (1.72% vs 0.08%; RR, 21.43; 95% CI, 14.67-31.29; RD, 1.64%; 95% CI, 1.50%-1.78%; P < .001), 30 days (2.48% vs 0.18%; RR, 14.18; 95% CI, 10.94-18.48; RD, 2.31%; 95% CI, 2.14%-2.47%; P < .001), 1 year (5.89% vs 1.13%; RR, 5.20; 95% CI, 4.67-5.79; RD, 4.64%; 95% CI, 4.37%-4.91%; P < .001), 5 years (10.85% vs 4.86%; RR, 2.24; 95% CI, 2.09-2.40; RD, 6.00%; 95% CI, 5.50%-6.50%; P < .001), and 10 years (14.59% vs 9.18%; RR, 1.59; 95% CI, 1.48-1.70; RD, 5.41%; 95% CI, 4.62%-6.21%; P < .001). Risk of MI after RAO was higher at 2 weeks (0.16% vs 0.06%; RR, 3.00; 95% CI, 1.79-5.04; RD, 0.11%; 95% CI, 0.06%-0.16%; P < .001), 30 days (0.27% vs 0.10%; RR, 2.61; 95% CI, 1.78-3.83; RD, 0.17%; 95% CI, 0.10%-0.23%; P < .001), 1 year (1.66% vs 0.97%; RR, 1.72; 95% CI, 1.51-1.97; RD, 0.59%; 95% CI, 0.42%-0.76%; P < .001), 5 years (6.06% vs 5.00%; RR, 1.21; 95% CI, 1.12-1.31; RD, 1.07%; 95% CI, 0.64%-1.50%; P < .001), and 10 years (10.55% vs 9.43%; RR, 1.12; 95% CI, 1.04-1.21; RD, 1.13%; 95% CI, 0.39%-1.87%; P = .003).

CONCLUSIONS AND RELEVANCE: This study showed an increased risk of death, stroke, and MI in patients with RAO at both short-term and long-term intervals after RAO compared with a matched control population diagnosed with cataract. These findings suggest a potential need for multidisciplinary evaluation and long-term systemic follow-up of patients post-RAO.

PMID:37883068 | DOI:10.1001/jamaophthalmol.2023.4716

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Reliable evidence for implicit attentional responses to aversive conditioned stimuli

J Exp Psychol Learn Mem Cogn. 2023 Oct 26. doi: 10.1037/xlm0001284. Online ahead of print.

ABSTRACT

Evidence for implicit aversive learning effects has been criticized for its lack of experimental rigor and statistical reliability. Here we examine whether attentional emotional responses to aversive conditioned stimuli can occur in the absence of stimulus-outcome contingency awareness, and use a novel Bayesian tool to reliably perform a post hoc categorization of awareness. Across two experiments (n = 40 and 69) participants completed an aversive conditioning task. A novel Bayesian awareness categorization tool was applied to sensitively measure contingency awareness. Finally, attentional and subjective responses toward conditioned stimuli were measured. For participants unaware of contingencies, conditioned stimuli generated attentional avoidance, but only aware participants showed subjective learning effects. For both experiments, awareness scores for unaware participants did not regress above chance level on a subsequent awareness check, revealing a reliable determination of unawareness states. These findings provide evidence for the existence of aversive learning in the absence of contingency awareness, as demonstrated via conditioned attentional responses, and build an analytical framework that can be extrapolated to other implicit paradigms. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

PMID:37883055 | DOI:10.1037/xlm0001284

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Consciousness influences the enhancement of visual statistical learning in Zipfian distributions

J Exp Psychol Learn Mem Cogn. 2023 Oct 26. doi: 10.1037/xlm0001275. Online ahead of print.

ABSTRACT

It has been reported that visual statistical learning (VSL) is facilitated in skewed distributions. However, it remains unclear whether enhancement of VSL in Zipfian distributions is due to consciousness of the regularities presented at high frequency. This study addressed this issue. We measured participants’ subjective confidence in regularities and awareness of regularities during familiarization by combining a previously reported procedure for VSL with a postdecision wagering task and posttest questionnaire. The results demonstrated that Zipfian distribution enhanced not only VSL but also metacognitive sensitivity, particularly for high-frequency regularities, as the effects of consciousness on VSL were limited to high-frequency regularities. Moreover, the results indicated that awareness during familiarization mediated VSL enhancement in the Zipfian distribution. These results suggest that VSL for events with high-frequency regularities plays an important role in the cognition of events with low-frequency regularities via awareness. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

PMID:37883051 | DOI:10.1037/xlm0001275

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Can we change how people reason? Effects of instructions to reason differently and reasoning strategy

J Exp Psychol Learn Mem Cogn. 2023 Oct 26. doi: 10.1037/xlm0001293. Online ahead of print.

ABSTRACT

Mental model (Johnson-Laird, 2001) and probabilistic theories (Oaksford & Chater, 2009) claim to provide distinct explanations of human reasoning. However, the dual strategy model of reasoning suggests that this distinction corresponds to different reasoning strategies, termed counterexample and statistical, respectively. There is clear evidence that most people have a preference for a given strategy, and that this predicts performance on a variety of forms of reasoning and judgment (Thompson & Markovits, 2021). To date, however, the evidence for this conclusion has been correlational in nature; in the current studies, we manipulated strategy use. To this end, we gave people (N = 885) explicit instructions to reason either using a counterexample strategy or a probabilistic strategy. In two studies, we observed that the ability to follow these instructions was constrained by people’s spontaneous strategy use, and that the effect of instructions carried over to two subsequent forms of reasoning (a) belief-biased inferences and (b) base-rate judgments. Finally, the ability to follow instructions was correlated with reasoning accuracy on both tasks. These results provide strong evidence for the underlying reality of the dual strategy model and show that explicit instructions to reason differently can modify performance on different forms of reasoning. (PsycInfo Database Record (c) 2023 APA, all rights reserved).

PMID:37883048 | DOI:10.1037/xlm0001293

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Artificial Intelligence-Driven Single-Shot PET Image Artifact Detection and Disentanglement: Toward Routine Clinical Image Quality Assurance

Clin Nucl Med. 2023 Oct 26. doi: 10.1097/RLU.0000000000004912. Online ahead of print.

ABSTRACT

PURPOSE: Medical imaging artifacts compromise image quality and quantitative analysis and might confound interpretation and misguide clinical decision-making. The present work envisions and demonstrates a new paradigm PET image Quality Assurance NETwork (PET-QA-NET) in which various image artifacts are detected and disentangled from images without prior knowledge of a standard of reference or ground truth for routine PET image quality assurance.

METHODS: The network was trained and evaluated using training/validation/testing data sets consisting of 669/100/100 artifact-free oncological 18F-FDG PET/CT images and subsequently fine-tuned and evaluated on 384 (20% for fine-tuning) scans from 8 different PET centers. The developed DL model was quantitatively assessed using various image quality metrics calculated for 22 volumes of interest defined on each scan. In addition, 200 additional 18F-FDG PET/CT scans (this time with artifacts), generated using both CT-based attenuation and scatter correction (routine PET) and PET-QA-NET, were blindly evaluated by 2 nuclear medicine physicians for the presence of artifacts, diagnostic confidence, image quality, and the number of lesions detected in different body regions.

RESULTS: Across the volumes of interest of 100 patients, SUV MAE values of 0.13 ± 0.04, 0.24 ± 0.1, and 0.21 ± 0.06 were reached for SUVmean, SUVmax, and SUVpeak, respectively (no statistically significant difference). Qualitative assessment showed a general trend of improved image quality and diagnostic confidence and reduced image artifacts for PET-QA-NET compared with routine CT-based attenuation and scatter correction.

CONCLUSION: We developed a highly effective and reliable quality assurance tool that can be embedded routinely to detect and correct for 18F-FDG PET image artifacts in clinical setting with notably improved PET image quality and quantitative capabilities.

PMID:37883015 | DOI:10.1097/RLU.0000000000004912

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Tracing the evolution of robotic-assisted total knee arthroplasty: a bibliometric analysis of the top 100 highly cited articles

J Robot Surg. 2023 Oct 26. doi: 10.1007/s11701-023-01742-4. Online ahead of print.

ABSTRACT

Robotic-assisted surgical systems hold promise in enhancing total knee arthroplasty (TKA) outcomes and patients’ quality of life. This study aims to comprehensively analyze the literature on robot-assisted total knee arthroplasty (r-TKA), providing insights into its current development, clinical application, and research trends. A systematic search was conducted in the Web of Science Core Collection (WOSCC) to identify relevant articles. Data were collected from the top 100 highly cited articles. Article evidence levels were assessed following established guidelines. Statistical analyses and visualizations were performed to reveal publication trends, citations, research hotspots, and collaborative networks. The analysis covered 100 highly cited articles meeting the research criteria, with a focus on the last five years. The United States emerged as a major contributor, with most publications and citations in the Journal of Knee Surgery and Knee Surgery Sports Traumatology Arthroscopy. Research priorities revolved around clinical outcomes, accuracy, and alignment of r-TKA. Notably, higher evidence levels correlated with more citations, indicating greater attention. Interest in and research on r-TKA is steadily increasing, with a few countries at the forefront of these endeavors. While numerous studies have already reported short- to medium-term follow-up results, it is crucial to conduct longer-term investigations to gain a more comprehensive understanding of the clinical benefits that r-TKA offers compared to conventional techniques. Through ongoing research and a greater embrace of robotic technology, we can continue to improve the quality of life for patients undergoing knee arthroplasty.

PMID:37882976 | DOI:10.1007/s11701-023-01742-4