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MetaGP: A generative foundation model integrating electronic health records and multimodal imaging for addressing unmet clinical needs
Liu, Fei; Zhou, Hongyu; Wang, Kai; Yu, Yunfang; Gao, Yuanxu; Sun, Zhuo; Liu, Sian; Sun, Shanshan; Zou, Zixing; Li, Zhuomin; Li, Bingzhou; Miao, Hanpei; Liu, Yang; Hou, Taiwa; Fok, Manson; Patil, Nivritti Gajanan; Xue, Kanmin; Li, Ting; Oermann, Eric; Yin, Yun; Duan, Lian; Qu, Jia; Huang, Xiaoying; Jin, Shengwei; Zhang, Kang
Artificial intelligence makes strides in specialized diagnostics but faces challenges in complex clinical scenarios, such as rare disease diagnosis and emergency condition identification. To address these limitations, we develop Meta General Practitioner (MetaGP), a 32-billion-parameter generative foundation model trained on extensive datasets, including over 8 million electronic health records, biomedical literature, and medical textbooks. MetaGP demonstrates robust diagnostic capabilities, achieving accuracy comparable to experienced clinicians. In rare disease cases, it achieves an average diagnostic score of 1.57, surpassing GPT-4's 0.93. For emergency conditions, it improves diagnostic accuracy for junior and mid-level clinicians by 53% and 46%, respectively. MetaGP also excels in generating medical imaging reports, producing high-quality outputs for chest X-rays and computed tomography, often rated comparable to or superior to physician-authored reports. These findings highlight MetaGP's potential to transform clinical decision-making across diverse medical contexts.
PMID: 40187356
ISSN: 2666-3791
CID: 5819502
T1 Relaxation-Enhanced Steady-State Acquisition With Radial k-Space Sampling: A Novel Family of Pulse Sequences for Motion-Robust Volumetric T1-Weighted MRI With Improved Lesion Conspicuity
Zi, Ruoxun; Edelman, Robert R; Maier, Christoph; Keerthivasan, Mahesh; Lattanzi, Riccardo; Sodickson, Daniel K; Block, Kai Tobias
OBJECTIVES/OBJECTIVE:Magnetization-prepared rapid gradient-echo (MP-RAGE) sequences are routinely acquired for brain exams, providing high conspicuity for enhancing lesions. Vessels, however, also appear bright, which can complicate the detection of small lesions. T1RESS (T1 relaxation-enhanced steady-state) sequences have been proposed as an alternative to MP-RAGE, offering improved lesion conspicuity and suppression of blood vessels. This work aims to evaluate the performance of radial T1RESS variants for motion-robust contrast-enhanced brain MRI. MATERIALS AND METHODS/METHODS:Radial stack-of-stars sampling was implemented for steady-state free-precession-based rapid T1RESS acquisition with saturation recovery preparation. Three variants were developed using a balanced steady-state free-precession readout (bT1RESS), an unbalanced fast imaging steady precession (FISP) readout (uT1RESS-FISP), and an unbalanced reversed FISP readout (uT1RESS-PSIF). Image contrast was evaluated in numerical simulations and phantom experiments. The motion robustness of radial T1RESS was demonstrated with a motion phantom. Four patients and six healthy volunteers were scanned at 3 T and 0.55 T. Extensions were developed combining T1RESS with GRASP for dynamic imaging, with GRAPPA for accelerated scans, and with Dixon for fat/water separation. RESULTS:In simulations and phantom scans, uT1RESS-FISP provided higher signal intensity for regions with lower T1 values (<500 ms) compared with MP-RAGE. In motion experiments, radial uT1RESS-FISP showed fewer artifacts than MP-RAGE and Cartesian uT1RESS-FISP. In patients, both unbalanced uT1RESS variants provided higher lesion conspicuity than MP-RAGE. Blood vessels appeared bright with MP-RAGE, gray with uT1RESS-FISP, and dark with uT1RESS-PSIF. At 0.55 T, bT1RESS provided high signal-to-noise ratio T1-weighted images without banding artifacts. Lastly, dynamic T1RESS images with a temporal resolution of 10.14 seconds/frame were generated using the GRASP algorithm. CONCLUSIONS:Radial T1RESS sequences offer improved lesion conspicuity and motion robustness and enable dynamic imaging for contrast-enhanced brain MRI. Both uT1RESS variants showed higher tumor-to-brain contrast than MP-RAGE and may find application as alternative techniques for imaging uncooperative patients with small brain lesions.
PMID: 40184541
ISSN: 1536-0210
CID: 5819432
The Impact of Team Teaching in Nursing Education: An Integrative Review
Ito, Vicky; Lim, Fidelindo
AIM/OBJECTIVE:This integrative review examines the impact of team teaching in undergraduate and master's degree nursing programs. BACKGROUND:Increasing workloads for faculty are a challenge in nursing education. Team teaching allows shared responsibilities; work between two or more educators can help redistribute workloads and mitigate burnout. METHOD/METHODS:A systematic search of peer-reviewed articles in Cumulative Index to Nursing and Allied Health Literature, Education Resource Information Center, and PubMed yielded 12 relevant studies. RESULTS:Four key themes emerged: modeling behaviors, applying theoretical knowledge to practice, exposure to diverse perspectives, and faculty perspectives. Effective team teaching requires trust, communication, and collaboration among educators, requiring ongoing professional development. Team teaching can enhance diversity efforts in nursing education. CONCLUSION/CONCLUSIONS:Team teaching is a viable approach to optimizing the scholarship of teaching. Future research should explore educators' perspectives on team-teaching methods and measurable impacts on achieving learning outcomes.
PMID: 40162900
ISSN: 1536-5026
CID: 5818722
The effect of isolated tumor cells on adjuvant treatment decisions for patients with endometrial cancer: A retrospective case series
Kenkel, Camryn; Lee, Sarah S; Mehta, Naaman; Nawlo, Jude; Jimenez, Edward; Boyd, Leslie R
OBJECTIVE/UNASSIGNED:Sentinel lymph node biopsy (SLNB) for endometrial cancer staging may identify isolated tumor cells (ITCs). Although guidelines do not classify nodes with ITCs as positive, earlier papers reported that a significant proportion of gynecologic oncologists treat ITCs as they would positive nodes. The objective of this study was to examine practice patterns and determine if the presence of ITCs in endometrial cancer affects adjuvant treatment decision-making. METHODS/UNASSIGNED:test, and logistic regression were used with significance set at p < 0.05. RESULTS/UNASSIGNED:Of seven hundred thirty-four patients included, ITCs were identified in 41 patients (5.6 %). Deep myometrial invasion (61.0 % vs 20.5 %, p < 0.001) and lymphovascular invasion (58.4 % vs 17.7 %, p < 0.001) were more common in patients with ITCs than in those with negative lymph nodes. Patients with ITCs were more likely to receive adjuvant treatment (30 of 41, 73.2 % vs 289 of 693, 41.7 %, p < 0.001). When controlling for age, stage, histology, grade, and lymphovascular space invasion, ITCs were not associated with an increased likelihood of adjuvant therapy receipt. CONCLUSIONS/UNASSIGNED:Although patients with ITCs were more likely to receive adjuvant treatment, this was accounted for by other clinical and histological factors. Clinicians were likely to make decisions based on established risk factors, and more data are needed on the role of ITCs in the landscape of molecularly based decision making.
PMCID:11954112
PMID: 40161552
ISSN: 2352-5789
CID: 5818682
Markers of Prognosis for Acute Esophageal Necrosis: A Systematic Review
Kupferman, Judah; Matin, Maliyat; Wend, Matthew; Rubio Castillon, Jesus Javier; Mitchell, Richard; Aron, Joshua; Ye, Rebecca
INTRODUCTION/BACKGROUND:Acute esophageal necrosis (AEN) is a rare and lethal condition that may progress to sepsis and perforations. Most related literature comes from case reports; however, a few small reviews have been published. We conducted a large systematic review of AEN using PubMed, Medline, and Embase to organize data into one consolidated manuscript, find potential prognosticators of illness, and determine possible treatment guidelines for AEN. METHODS:Advanced searches were performed of all English case reports from 1990 to 2021 using medical subject heading terms. Data on patient age, sex, comorbidities, initial presentation, management, progression of illness, and hospital survival were collected. RESULTS:Our study included 226 articles, encompassing 319 cases. A total of 32.3% of patients had diabetes, 26.6% had hypertension, and 19.7% had alcohol use disorder. Overall, 66.5% presented with an upper gastrointestinal bleed and 21.9% developed sepsis or esophageal perforation. In total, 60.9% of patients were reported to have survived their illness, but 16.6% of cases did not have their discharge status documented. Interestingly, patients presenting with pain or ketoacidosis demonstrated improved survival. CONCLUSION/CONCLUSIONS:AEN becomes more prevalent as patients age and develop cardiovascular disease, which increases the risk of developing a hypoperfusive state and mucosal injury to the distal esophagus. Early fluid resuscitation, acid-reducing agents, and bowel rest may serve as potential lifesaving interventions, and antibiotics should be considered if there is concern for infection. Patients require close follow-up in anticipation of impending stricture. INTRODUCTION/BACKGROUND:Acute esophageal necrosis (AEN) is a rare and lethal condition that may progress to sepsis and perforations. Most related literature comes from case reports; however, a few small reviews have been published. We conducted a large systematic review of AEN using PubMed, Medline, and Embase to organize data into one consolidated manuscript, find potential prognosticators of illness, and determine possible treatment guidelines for AEN. METHODS:Advanced searches were performed of all English case reports from 1990 to 2021 using medical subject heading terms. Data on patient age, sex, comorbidities, initial presentation, management, progression of illness, and hospital survival were collected. RESULTS:Our study included 226 articles, encompassing 319 cases. A total of 32.3% of patients had diabetes, 26.6% had hypertension, and 19.7% had alcohol use disorder. Overall, 66.5% presented with an upper gastrointestinal bleed and 21.9% developed sepsis or esophageal perforation. In total, 60.9% of patients were reported to have survived their illness, but 16.6% of cases did not have their discharge status documented. Interestingly, patients presenting with pain or ketoacidosis demonstrated improved survival. CONCLUSION/CONCLUSIONS:AEN becomes more prevalent as patients age and develop cardiovascular disease, which increases the risk of developing a hypoperfusive state and mucosal injury to the distal esophagus. Early fluid resuscitation, acid-reducing agents, and bowel rest may serve as potential lifesaving interventions, and antibiotics should be considered if there is concern for infection. Patients require close follow-up in anticipation of impending stricture.
PMCID:11965826
PMID: 39864415
ISSN: 1421-9875
CID: 5818532
Uniplanar Coronal Tibiofemoral Subluxation in Patients After Multiligament Knee Injuries: A Multicenter Retrospective Case Series
Levitt, Sarah; Sabzevari, Soheil; Marcel, Aaron; Chalem, Isabel; Katz, Lee D; Hantes, Michael; Abrams, Geoff; Alaia, Michael J; Medvecky, Michael J
BACKGROUND/UNASSIGNED:Uniplanar coronal tibiofemoral subluxation (UCTFS) in the setting of multiple ligament knee injury (MLKI) or knee dislocation (KD) has rarely been discussed, and the potential for missed diagnosis may significantly impact long-term outcomes. PURPOSE/UNASSIGNED:To describe the presentation, injury patterns, possible mechanical barriers for reduction, and management for isolated UCTFS after MLKI/KD. STUDY DESIGN/UNASSIGNED:Case series; Level of evidence, 4. METHODS/UNASSIGNED:A retrospective chart review was conducted at 4 institutions to identify patients with KD or MLKI who were evaluated with or developed subsequent UCTFS from January 2001 to January 2024. UCTFS was defined as medial or lateral translation of the tibial plateau in reference to the femoral condyle as seen on coronal imaging (radiograph, computed tomography scan, or magnetic resonance imaging scan), with normal alignment seen on the sagittal imaging. Medical records were reviewed for demographic data, clinical presentation, physical examination, diagnostic imagining, examination under anesthesia, surgical finding, and procedures performed. RESULTS/UNASSIGNED:A total of 15 cases were included. Of these, 12 patients were subluxed laterally and 3 medially. UCTFS was diagnosed at different time points with 10 patients within 1 week, 2 patients between 1 and 6 weeks, and 3 patients after 6 weeks from injury. The most common mechanism of injury was a fall (33%), and the most common pattern of injury was a KD-3L (26.6%). A mechanical blockage to reduction was found in 9 (60%) cases. These included medial soft tissue sleeve incarceration (n = 4), bucket-handle meniscal tears (n = 3), concomitant patellar dislocation (n = 2), and a displaced tibial spine fracture (n = 1). Some patients experienced subluxation due to several sources of mechanical block. Uniplanar external fixation was utilized in 7 patients for management of their initial ligamentous injuries, coronal instability, or a traumatic vascular injury. Hinged external fixation was utilized in 2 patients who presented in a chronic fashion to counter the propensity to subluxation while allowing early motion. CONCLUSION/UNASSIGNED:UCTFS is a rare event that has several potential factors contributing to its cause, and ≥1 of these factors may need to be surgically addressed. Tibiofemoral subluxation can be found at various time points from injury, and awareness and monitoring for its development should be factored into the clinical decision-making. UCTFS is a challenging clinical dilemma that may require multiplanar or hinged external fixation to maintain reduction.
PMCID:11960167
PMID: 40171398
ISSN: 2325-9671
CID: 5819062
Long-Term Seizure Outcomes in Autoimmune Encephalitis
Jia, Lucy; Kim, Carla Y; Pleshkevich, Maria; Cui, Runze; Sun, Yifei; Hébert, Julien; Steriade, Claude; Thakur, Kiran T
INTRODUCTION/UNASSIGNED:Seizures are common in autoimmune encephalitis (AE), but identifying patients at risk of chronic epilepsy in the post-acute phase remains challenging. This study aims to identify risk factors of treatment-resistant postencephalitic epilepsy. METHODS/UNASSIGNED:This retrospective cohort study included patients with AE who experienced new-onset seizures within one year of symptom onset from two tertiary care centers in New York. EEG findings were analyzed separately based on whether the EEG recording was obtained in the acute (<3 months from symptom onset) or subacute phase. A multivariate logistic regression model was used to identify independent predictors of postencephalitic epilepsy. RESULTS/UNASSIGNED:Eighty-nine patients were included (median age: 33 years). Neural antibodies were present in 73% of patients (NMDAR: 35, LGI1: 19, GAD65: 9, Hu: 1, AGNA-1: 1). Over a median follow-up of 4.9 years, 29.2% developed treatment-resistant postencephalitic epilepsy. Independent predictors of postencephalitic epilepsy included focal slowing on acute EEG (OR 0.15, CI 0.02-0.90), interictal epileptiform discharges (IEDs) or periodic discharges (PDs) on subacute EEG (OR 20.01, CI 1.94-206.44), and cell surface antibodies (OR 0.21, CI 0.05-0.89). Immunotherapy within three months of onset was associated with decreased epilepsy development in patients with neural antibodies (OR 4.16, CI 1.11-16.30). CONCLUSIONS/UNASSIGNED:Nearly one-third of patients with AE and acute seizures developed treatment-resistant postencephalitic epilepsy, with significant predictors including absence of focal slowing on acute EEG, presence of IEDs and PDs on subacute EEG, absence of cell surface antibodies, and absence of early immunotherapy treatment of patients with positive neural antibodies.
PMCID:11962926
PMID: 40182605
ISSN: 1941-8744
CID: 5819392
Gastroesophageal Reflux Disease in the World Trade Center Health Program General Responder Cohort
Dasaro, Christopher R; Sabra, Ahmad; Sacks, Henry S; Luft, Benjamin J; Harrison, Denise J; Udasin, Iris G; Crane, Michael A; Moline, Jacqueline M; Kwa, Winston; Todd, Andrew C; Sloan, Nancy L; Teitelbaum, Susan L
BACKGROUND:People participating in the rescue, recovery, and clean-up effort after the September 11, 2001 attack on the World Trade Center (WTC) were exposed to a complex mix of noxious substances and subsequently experienced elevated gastroesophageal reflux disease (GERD) incidence, the second-most-common WTC-related condition. METHODS:Longitudinal WTC Health Program data, collected between July 2002 and December 2022, were used to describe the sample characteristics, diagnostic procedures, and treatment of consenting cohort members with self-reported GERD who reported incident GERD for a year or longer (n = 19,067). Cross-tabulations and binomial logistic regression, adjusted for confounders including comorbidities, assessed the associations with intermittent and resolved, compared with unresolved, GERD. RESULTS:12.6% of the study cohort reported intermittent GERD; 5.5% reported GERD resolution. Analyses indicated that most GERD resolution was reported by people of color and those with body mass index <25, and by cohort members who had longer postdiagnosis follow-up and implemented dietary modifications together with proton pump inhibitors or Program-approved antacids. GERD-certified members who underwent endoscopy, used medications without dietary modifications, or used bed head-elevation, and those with Barrett's disease (5.8%) or esophageal cancer (0.1%) may have had more severe GERD and reported little resolution. CONCLUSIONS:The use of GERD services was consistent with clinical guidelines. Members' implementing dietary modifications in conjunction with proton pump inhibitors or Program-approved antacids reported more resolution and may have had less severe GERD. Earlier diagnosis and intervention might increase earlier therapeutic resolution.
PMID: 40176277
ISSN: 1097-0274
CID: 5819182
Characterization of severe COL6-related dystrophy due to the recurrent variant COL6A1 c.930+189C>T
Foley, A Reghan; Bolduc, Véronique; Guirguis, Fady; Donkervoort, Sandra; Hu, Ying; Orbach, Rotem; McCarty, Riley M; Sarathy, Apurva; Norato, Gina; Cummings, Beryl B; Lek, Monkol; Sarkozy, Anna; Butterfield, Russell J; Kirschner, Janbernd; Nascimento, Andrés; Natera-de Benito, Daniel; Quijano-Roy, Susana; Stojkovic, Tanya; Merlini, Luciano; Comi, Giacomo; Ryan, Monique; McDonald, Denise; Munot, Pinki; Yoon, Grace; Leung, Edward; Finanger, Erika; Leach, Meganne E; Collins, James; Tian, Cuixia; Mohassel, Payam; Neuhaus, Sarah B; Saade, Dimah; Cocanougher, Benjamin T; Chu, Mary-Lynn; Scavina, Mena; Grosmann, Carla; Richardson, Randal; Kossak, Brian D; Gospe, Sidney M; Bhise, Vikram; Taurina, Gita; Lace, Baiba; Troncoso, Monica; Shohat, Mordechai; Shalata, Adel; Chan, Sophelia H S; Jokela, Manu; Palmio, Johanna; Haliloğlu, Göknur; Jou, Cristina; Gartioux, Corine; Solomon-Degefa, Herimela; Freiburg, Carolin D; Schiavinato, Alvise; Zhou, Haiyan; Aguti, Sara; Nevo, Yoram; Nishino, Ichizo; Jimenez-Mallebrera, Cecilia; Lamandé, Shireen R; Allamand, Valérie; Gualandi, Francesca; Ferlini, Alessandra; MacArthur, Daniel G; Wilton, Steve D; Wagener, Raimund; Bertini, Enrico; Muntoni, Francesco; Bönnemann, Carsten G
Collagen VI-related dystrophies (COL6-RDs) manifest with a spectrum of clinical phenotypes, ranging from Ullrich congenital muscular dystrophy (UCMD), presenting with prominent congenital symptoms and characterised by progressive muscle weakness, joint contractures and respiratory insufficiency, to Bethlem muscular dystrophy, with milder symptoms typically recognised later and at times resembling a limb girdle muscular dystrophy, and intermediate phenotypes falling between UCMD and Bethlem muscular dystrophy. Despite clinical and muscle pathology features highly suggestive of COL6-RD, some patients had remained without an identified causative variant in COL6A1, COL6A2 or COL6A3. With combined muscle RNA-sequencing and whole-genome sequencing we uncovered a recurrent, de novo deep intronic variant in intron 11 of COL6A1 (c.930+189C>T) that leads to a dominantly acting in-frame pseudoexon insertion. We subsequently identified and have characterised an international cohort of forty-four patients with this COL6A1 intron 11 causative variant, one of the most common recurrent causative variants in the collagen 6 genes. Patients manifest a consistently severe phenotype characterised by a paucity of early symptoms followed by an accelerated progression to a severe form of UCMD, except for one patient with somatic mosaicism for this COL6A1 intron 11 variant who manifests a milder phenotype consistent with Bethlem muscular dystrophy. Partial amelioration of the disease phenotype in this individual provides a strong rationale for the development of our pseudoexon skipping therapy to successfully suppress the pseudoexon insertion, resulting in normal COL6A1 transcripts. We have previously shown that splice-modulating antisense oligomers applied in vitro effectively decreased the abundance of the mutant pseudoexon-containing COL6A1 transcripts to levels comparable to the in vivo scenario of the somatic mosaicism shown here, indicating that this therapeutic approach carries significant translational promise for ameliorating the severe form of UCMD caused by this common recurrent COL6A1 variant.
PMID: 40177858
ISSN: 1460-2156
CID: 5819212
Oral labetalol versus nifedipine in preterm preeclampsia with severe features: a multicenter study evaluating pregnancy latency [Letter]
Meyer, Jessica A; Torres, Anthony Melendez; Friedman, Steven; Muoser, Celia A; Futterman, Itamar; Peterson, Jessica; Martinez, Meralis Lantigua; Vani, Kavita; Bianco, Angela; Hade, Erinn M; Roman, Ashley S; Penfield, Christina A
PMID: 40180120
ISSN: 2589-9333
CID: 5819282