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A cautionary tale for AI and machine learning in psychiatry

Chen, Zhe Sage; Schultebraucks, Katharina; Wu, Wei
Artificial intelligence (AI) and machine learning (ML) have seen remarkable growth in mental health applications over the past few decades, demonstrating significant potential to transform psychiatric care. Despite these advancements, the translation of AI systems into clinical practice remains fraught with challenges. This Perspective examines critical hurdles in psychiatric AI research, emphasizing limitations in research rigor, model reliability, interpretability, clinical utility, and ethical considerations. We argue that a human-assisted AI framework-incorporating incremental feedback, self-adaptation, and dynamic collaboration-can address biases, enhance transparency, and build trust in AI systems. Moreover, initiatives in clinical education, cultural adaptation, and data/software sharing are essential to fostering public engagement, data transparency, and research reproducibility. By focusing on these areas, we aim to bridge the gap between AI potential and its successful, ethical implementation in mental health care, guiding the development of trustworthy, effective, and culturally adaptive AI-powered psychiatric tools.
PMCID:12979791
PMID: 41794780
ISSN: 2158-3188
CID: 6009472

White matter microstructure differences in obstructive sleep apnea severity groups assessed by diffusion tensor metrics and biophysical modeling

Figueredo, Luisa F; Chen, Jenny; Gaggi, Naomi L; Song, Xiaotong; Jacobs, Tovia; Silva-Albornoz, Gabriela; Pehel, Shayna; Gonzalez, Moses; Badia, Sandra Giménez; Rosenzweig, Ivana; Naismith, Sharon L; Ramos-Cejudo, Jaime; Gills, Joshua; Ayappa, Indu; Rapoport, David M; Kam, Korey; Mullins, Anna E; Parekh, Ankit; Varga, Andrew W; Bubu, Omonigho M; Blessing, Esther; Novikov, Dmitry S; Fieremans, Els; Osorio, Ricardo S
PMID: 41781414
ISSN: 2045-2322
CID: 6008942

Obstructive sleep apnea severity, Alzheimer's disease plasma markers, and CSF brain amyloidosis and tau pathology

Bubu, Omonigho Michael; Mullins, Anna E; Shah, Shreshtha; Gills, Joshua L; Kam, Korey; Parekh, Ankit; Umasabor-Bubu, Ogie Q; Turner, Arlener D; Bernard, Mark; Briggs, Anthony; Ramos-Cejudo, Jaime; Valkanova, Elena; Mbah, Alfred K; Pahari, Purbanka; Debure, Ludovic; Ghuman, Mobeena; Boutajangout, Allal; Williams, Natasha J; Hwang, Jeongyeon; Williams, Masrai K; Rapoport, David M; Ayappa, Indu; de Léon, Mony; Jean-Louis, Girardin; Varga, Andrew W; Osorio, Ricardo S
INTRODUCTION/BACKGROUND:We examined obstructive sleep apnea (OSA) severity's association with Alzheimer's disease (AD) plasma biomarkers, independent or synergistic with cerebrospinal fluid (CSF) amyloid, and as a proof of concept, whether plasma amyloid beta (Aβ)42/Aβ40 with OSA severity improves detection of amyloidosis and tau pathology. METHODS:In 120 cognitively normal older adults (70 with CSF data) from New York University sleep and aging studies (2013-2021), OSA severity was measured using apnea/hypopnea index with 4% desaturation; plasma Aβ40, Aβ42, tau, and neurofilament light chain (NfL) via single molecule array; CSF amyloid and tau via enzyme-linked immunosorbent assay. Associations evaluated adjusted correlations and generalized models; receiver operating characteristic analyses evaluated diagnostic accuracy. RESULTS:OSA severity correlated with plasma Aβ40 (r = 0.21), Aβ42 (r = 0.26), and Aβ42/Aβ40 (r = 0.20). Plasma tau and NfL associations depended on CSF-Aβ42. OSA severity with Aβ42/Aβ40 improved CSF amyloidosis (area under the curve [AUC] = 0.78) and tau pathology (AUC = 0.71) detection. DISCUSSION/CONCLUSIONS:OSA severity relates to elevated plasma Aβ and, with CSF amyloid, to tau/NfL. Combined plasma and OSA measures aid non-invasive AD associations' detection.
PMCID:12965374
PMID: 41790569
ISSN: 1552-5279
CID: 6009302

Tobacco product cessation and prenatal care utilization: A Pregnancy Risk Assessment Monitoring System phase 8 study of conventional cigarette, e-cigarette, and dual-use associated behaviors

Shenoy, Rathika Damodara; Weitzman, Michael; Acuña, Juan M
BACKGROUND:Pregnancy is a critical window for tobacco cessation; socio-demographic correlates and prenatal care (PNC) utilization behaviors associated with quitting e-cigarette and dual use with conventional cigarettes remain understudied. OBJECTIVE:To examine the influence of socio-demographic characteristics and PNC utilization in the cessation of cigarette, e-cigarette, and dual-use during pregnancy, using Pregnancy Risk Assessment Monitoring System (2016-2022) data. METHODS:We analyzed data from 223,793 respondents (weighted count = 11,475,844) with singleton births who reported cigarette and/or e-cigarette use during the three months before and the last three months of pregnancy. Socio-demographic and PNC cessation correlates for cigarette, e-cigarette, and dual-use were examined versus continuation using logistic regression analysis. The Adequacy of Prenatal Care Utilization (APNCU) Index assessed PNC. Associations were expressed as adjusted odds ratios with 95% confidence intervals [AOR (95%CIs)]. RESULTS:Tobacco product use declined from 16.9% pre-pregnancy to 7.5% by late pregnancy. Pregnancy-associated cessation rates were 53.7% for cigarettes, 81.0% for e-cigarettes, and 48.1% for dual-use. Primiparity was associated with higher odds of quitting across all groups: cigarettes [1.8 (1.6‒2.0)], e-cigarettes [1.6 (1.2‒2.1)], and dual-use [2.3 (95% CI: 1.7‒3.1)]. Black race and Hispanic ethnicity were positively associated with cessation of cigarettes and dual-use, while Black race was also associated with higher odds of EC cessation. A higher smoking frequency was associated with reduced cessation odds of cigarette [0.2 (0.2‒0.3)] and dual-use [0.3 (0.2‒0.4)], while a higher vaping frequency was associated with reduced e-cigarette cessation [0.3 (0.2‒0.5)]. Inadequate APNCU Index was associated with lower odds of quitting cigarettes [0.6 (0.5‒0.7)] and dual-use [0.6 (0.4‒0.9)], but showed no significant association with e-cigarette cessation [0.9 (0.6‒1.5)]. CONCLUSIONS:Distinct socio-demographic and PNC factors influence cessation patterns by product type. Findings underscore potential opportunities to integrate PNC with targeted cessation support, particularly for high-risk groups amid rising e-cigarette and dual use during pregnancy.
PMCID:12956092
PMID: 41774702
ISSN: 1932-6203
CID: 6008522

The Use of Sugammadex for Neuromuscular Blockade Reversal after Inguinal Hernia Repair: A Systematic Review and Meta-Analysis

Rasador, Ana Caroline D; Burmann, Júlia; Barros, Camila; Kasmirski, Júlia; Pascotini, Natália P; Lima, Diego L; Bosley, Maggie E; Nikolian, Vahagn
INTRODUCTION/BACKGROUND:Postoperative urinary retention (POUR) is a common complication following inguinal hernia repair (IHR), and it can be influenced by the type of neuromuscular blockade reversal medication used, especially acetylcholinesterase inhibitors. Among the available options for neuromuscular blockade reversal, Sugammadex has gained significant popularity due to its effectiveness, speed, and safety profile. Additionally, some studies suggest that it prevents POUR compared to acetylcholinesterase inhibitors. We aimed to perform a systematic review and meta-analysis to assess the POUR rates with the use of Sugammadex after IHR. METHODS:PubMed, EMBASE, Cochrane, LILACS, and Web of Science databases were systematically searched without date or language restrictions from inception to October 2024. The databases were searched for studies comparing Sugammadex with other medications for neuromuscular blockade reversal after IHR. The primary outcome was POUR. RESULTS:< .001), with a relative risk reduction of 89%. CONCLUSION/CONCLUSIONS:Sugammadex is associated with a significantly lower risk of POUR following IHR when compared to other medications for neuromuscular blockade reversal following IHR. Despite its higher cost and decreased availability in some centers, the use of Sugammadex should be strongly considered as the preferred option to prevent POUR and minimize the need for hospital readmissions.
PMID: 41765772
ISSN: 1557-9034
CID: 6008122

RNA localization to nuclear speckles follows splicing logic

Wen, Li; Arias, Mauricio A; Fan, Xinqi; Xie, Joyce; Paul, Sneha; Liao, Susan E; Sobczyk, Marek; Regev, Oded; Fei, Jingyi
Nuclear speckles are membraneless organelles implicated in multiple RNA processing steps. In this work, we systematically characterize the sequence logic determining RNA localization to nuclear speckles. We find extensive similarities between the speckle localization code and the RNA splicing code, even for transcripts that do not undergo splicing. Specifically, speckle localization is enhanced by the presence of unspliced exon-like or intron-like sequence features. We demonstrate that interactions required for early spliceosomal complex assembly contribute to speckle localization. We also show that speckle localization of isolated endogenous exons is reduced by disease-associated single nucleotide variants. Finally, we find that speckle localization strongly correlates with splicing kinetics of splicing-competent constructs and is linked to the decision between exon inclusion and skipping. Together, these results suggest a model in which RNA speckle localization is associated with the formation of the early spliceosomal complex and enhances the efficiency of splicing reactions.
PMID: 41787512
ISSN: 1362-4962
CID: 6009202

Sex-based multiomics analysis uncovers metabolic and molecular mediators linking MASH and atherosclerosis

Das, Sandeep; Anand, Sumit Kumar; McKinney, M Peyton; Richard, Koral S E; Mahmud, Iqbal; Rohilla, Sumati; Arias, Fabio; Ghrayeb, Alia; Wei, Bo; Tan, Lin; Liu, Zhipeng; Kumar, Dhananjay; Finney, Alexandra C; Pandey, Nilesh; Kaur, Harpreet; Pandit, Rajan; Zhang, Xiaolu; Ben Dhaou, Cyrine; Thayer, Sarah P; Razani, Babak; Cai, Bishuang; Chang, Fei; Schopfer, Francisco J; Liu, Wanqing; Fisher, Edward A; Radhakrishnan, Sridhar; Gottlieb, Eyal; Orr, A Wayne; Dhanesha, Nirav; Yurdagul, Arif; Lorenzi, Philip L; Rom, Oren
BACKGROUND & AIMS/UNASSIGNED:Atherosclerotic cardiovascular disease (ASCVD) is the leading cause of death in patients with metabolic dysfunction-associated steatohepatitis (MASH). No therapy targets both diseases simultaneously, and a roadblock for discovering new treatments is the lack of animal models that recapitulate both diseases, especially in females. METHODS/UNASSIGNED:mice (n = 8-13) were fed a western diet (WD), modified choline-deficient high-fat diet (mCDHFD), or modified MASH-inducing diet (mMASHD) containing equivalent physiological levels of cholesterol. Comprehensive multiomics including metabolomics, lipidomics, and transcriptomics, alongside histopathological and biochemical analyses, were integrated to characterize concurrent MASH and atherosclerosis. Transcriptomics was validated in other mouse models and integrated with human data (n = 79). RESULTS/UNASSIGNED:0.04). Lipidomic analyses revealed dysregulated polyunsaturated fatty acid, steryl ester, and dihexosylceramide metabolism. Integration of mouse and human transcriptomes revealed similarities in metabolic and proinflammatory/proatherogenic pathways. CONCLUSION/UNASSIGNED:This sex-based multiomics analysis establishes a murine model of concurrent MASH and atherosclerosis, reveals sex-specific dietary responses, and identifies metabolic and transcriptional pathways with potential utility as biomarkers and therapeutic targets. IMPACT AND IMPLICATIONS/UNASSIGNED:mice, we found that different diets containing equivalent physiological levels of cholesterol induce sex-specific responses, with a modified choline-deficient high-fat diet effectively modeling both diseases in both sexes, while a western diet is effective only in males. Multiomics analyses identified key metabolic and inflammatory pathways linking MASH and atherosclerosis that mirror transcriptomic signatures found in humans, and highlight circulating cholesterol, CCL2, and sphinganine as potential biomarkers. These findings establish a translational model and reveal sex-specific metabolic pathways that will advance our understanding of the shared pathophysiology of MASH and atherosclerosis, and facilitate the development of dual therapeutic approaches, addressing an urgent unmet clinical need.
PMCID:12950431
PMID: 41777553
ISSN: 2589-5559
CID: 6008762

Systematic Review and Meta Analysis of Allergic Contact Dermatitis from 2-Octyl Cyanoacrylate Adhesives

Rouhani, Daniel S; Rosenbloom, Ashton; Zeng, Steven; Sun, Alexander; Seradj, Saba H; Moshrefi, Chloe; Khoo, Kimberly; Mofid, M Mark
BACKGROUND:2-octyl cyanoacrylate (2-OCA) topical skin adhesives are widely used for surgical wound closure but are increasingly associated with allergic contact dermatitis (ACD). We conducted a systematic review and meta-analysis to define the incidence, clinical features, and risk factors for 2-OCA-associated ACD. STUDY DESIGN/METHODS:A PRISMA systematic review of PubMed, Embase, and Web of Science (2008-2025) identified studies reporting cutaneous hypersensitivity to 2-OCA in human wound closure. Randomized, observational, and case-based reports were included. Risk of bias was assessed using ROBINS-I and RoB 2. Incidence from analytic cohorts was pooled using a random-effects model with prespecified subgroup analyses by surgical specialty. RESULTS:Seventy-four studies comprising 26,330 exposed patients were included; 20 analytic cohorts (25,442 patients) contributed to meta-analysis. The pooled ACD incidence was 4% (95% CI 3-5%) with substantial heterogeneity (I²=94.5%; prediction interval 0-12%). Incidence was 4% in orthopedic cohorts and 8% in plastic surgery cohorts, with lower rates in dermatology and obstetrics/gynecology (p=0.015 for subgroup differences). Re-exposure markedly increased risk, with reaction rates rising from 1-3% after initial exposure to >20% in staged or repeat procedures in several cohorts. Prior adhesive/contact allergy and cosmetic acrylate exposure were also strong risk factors. Diagnosis was primarily clinical, with selective patch testing. Management typically involved adhesive removal and topical corticosteroids; systemic therapy was reserved for severe cases. CONCLUSIONS:ACD to 2-OCA is a clinically meaningful and likely under-recognized complication of surgical wound closure. Re-exposure is strongly associated with increased postoperative reaction rates, supporting preoperative risk assessment and caution in repeat adhesive use.
PMID: 41784277
ISSN: 1879-1190
CID: 6008992

Is There a Role for Intestinal Ultrasound in Polyp Detection? [Case Report]

Muralidharan, Sriya; Dolinger, Michael; St-Pierre, Joëlle; Kellar, Amelia
We present a series of pediatric and adult cases in which intestinal ultrasound (IUS) visualized benign and malignant intestinal polyps. These cases demonstrate the potential of IUS as a rapid, noninvasive bedside modality for evaluating abdominal pain. IUS has a role in recognizing structural abnormalities and associated complications such as intraluminal masses and intussusception. Although not a diagnostic standard for polyp detection, IUS can complement endoscopy in selected cases. These findings highlight an emerging, broader application of IUS beyond inflammatory bowel disease assessment.
PMCID:12947992
PMID: 41767341
ISSN: 2326-3253
CID: 6008182

Cerebellar involvement and stimulation in epilepsy

Mocker, Harley; Pellinen, Jacob; Elder, Christopher
PURPOSE OF REVIEW/OBJECTIVE:This review discusses the current state of the evidence related to the relationship between the cerebellum and epilepsy, highlighting evidence on neurostimulation of the cerebellum for treatment of epilepsy, and placing current knowledge into historical context. RECENT FINDINGS/RESULTS:The cerebellum plays an important role in certain epilepsy types, both as a key part of epileptic networks and an area that can give rise to seizures. Cerebellar stimulation as a potential treatment for drug-resistant epilepsy is a recurring, albeit niche, topic of interest. Over decades of intermittent, often highly limited investigations into this area of research, there are still more questions than answers. However, more recent preclinical insights point the way towards leveraging modern surgical techniques and technology in investigating cerebellar stimulation as a potential viable treatment approach to select types of epilepsy. SUMMARY/CONCLUSIONS:Cerebellar stimulation holds promise for improving seizure control in people with specific types of drug-resistant epilepsy. Future studies should leverage new preclinical data, along with modern technology, neurosurgical techniques, and clinical trial design, to help determine the optimal stimulation parameters, optimal stimulation targets, and optimal patient-selection for this promising area of investigation.
PMID: 41732836
ISSN: 1473-6551
CID: 6007972