Citations

Mayo Clinic

Clear

1818 citation(s) found for "Israel, E".

Treatment Access and Caregiver Experience in Pediatric Rhabdomyosarcoma: Results of an Online Survey
Almohtasib, Jamil , Boswell, Timothy , Granberg, Candace F. , Gargollo, Patricio C. , Boswell, Timothy C.

Children | March 31, 2025 | Volume: 12 | Issue: 4 | Pages: 435

10.3390/children12040435 | PMID 40310029 Get It

Background/Objectives: Pediatric rhabdomyosarcoma is a rare and poorly understood disease. Patients and parents can have varying experiences including barriers to care, time to treatment, and treatments offered. Here, we report on patient experiences regarding their care of pediatric rhabdomyosarcoma. Methods: Two separate online parent support groups were invited to participate in a survey. The survey included questions that sought to collect patient demographics, history of rhabdomyosarcoma, treatment timelines, and barriers to care. Results: A total of 215 surveys were completed. The average time from diagnosis to treatment was 12 days (SD = 14). Only 26% were offered fertility preservation prior to treatment. For patients with recurrence, an average of 75 days passed between detection of recurrence and treatment re-initiation. Patients traveled to centers with a dedicated sarcoma program in 52% of the cases. A total of 42% of parents sought a second opinion. Of those, the majority had to wait between one week and one month to be seen by another expert. Conclusions: The data collected from the survey suggests there are several opportunities to improve care among patients with pediatric rhabdomyosarcoma. Many patients may benefit from more efficient rhabdomyosarcoma referral networks, delivering patients to experts who can quickly begin multidisciplinary treatment.
Women Physicians in Leadership Roles in Critical Care Medicine or Academic Medicine—A Systematic Literature Review
Siddiqui, Shahla , Gali, Bhargavi , Cotter, Elizabeth , Short, Margo, McNichol, Megan , Mulaikal, Teresa A., Cassavaugh, Jessica , Chow, Jarva, Russell, Cortessa, Golhar, Shweta Yemul, Ben-Jacob, Talia K., Siddiqui, Shahla

Critical Care Explorations | March 30, 2025 | Volume: 7 | Issue: 4 | Pages: e1249

10.1097/cce.0000000000001249 | PMID 40153554 Get It

OBJECTIVE: To systematically review and synthesize the evidence surrounding factors impacting women rising to leadership positions in critical care medicine (CCM). DATA SOURCES: PubMed, Embase, Web of Science, and Cochrane Library from 2011 to 2024. STUDY SELECTION: Articles included were cohort studies, surveys, and interviews addressing women physicians practicing in CCM and related fields of academic medicine. DATA EXTRACTION: Causes of not rising to leadership among women were extracted and tabulated along with other pertinent study characteristics. DATA SYNTHESIS: The database searches generated 892 records. Thirty-nine studies met inclusion criteria for data extraction. The included articles represented seven countries, with 30 studies originating in the United States. Only two studies were from CCM, whereas others addressed leadership in other academic and clinical fields of medicine, medical journals, and societies and medical faculty. Twenty-six studies were qualitative, observational studies; five were survey based and eight included interviews. Using thematic analysis, the following five domains emerged: pipeline issues, lack of opportunities, lack of self-efficacy, lack of mentorship, and sustaining women in leadership. CONCLUSIONS: While the satisfaction rates of women in CCM were high, challenges remain for women to obtain leadership opportunities. A culture of support could better nurture and sustain women in leadership roles. More CCM-focused gender bias research is needed. Future targets for interventions include gender bias training, awareness, and developing strategies to break through the cycle of gender preferential promotions in CCM.
Cyst Detection Ratio, a Quality Indicator for EUS-Based Pancreatic Cancer Screening: A Systematic Review and Meta-Analysis to inform Quality Improvement Benchmark
Chhoda, Ankit , Grimshaw, Andrew, Sawhney, Mandeep , Woodbine, Maria Jose Hernandez , Magahis, Patrick T. , Manoj, Matthew Antony , Grimshaw, A

Endoscopy | March 27, 2025 | Volume: 57 | Issue: No issue available | Pages: No page available

10.1055/s-0045-1806286 Get It

Surveillance Potential of Chronic Pancreatitis-Like Lesions Among High-Risk Individuals: A Systematic Review and Meta-analysis
Chhoda, Ankit , Dhar, Jyoti , Grimshaw, Andrew, Sawhney, Mandeep , Magahis, Patrick T. , Mills, K, Dhar, J, Grimshaw, A

Endoscopy | March 27, 2025 | Volume: 57 | Issue: No issue available | Pages: No page available

10.1055/s-0045-1806269 Get It

Comparable long-term efficacy of cold and hot EMR of large colon polyps – follow up results of a randomized trial
Pohl, Heiko , Rex, Douglas K. , Barber, Judy, Rastogi, A. , Moyer, Matthew T. , Levenick, John M. , Renteln, Daniel von , Gordon, S., Aslanian, Harry R., Elatrache, Mazen, Elmunzer, J, Keswani, Rajesh N. , Kumta, Nikhil A. , M, Ehl, MacKenzie, Todd A. , Piraka, Cyrus , Barber, J, Gordon, S, Wallace, Michael B. , Pleskow, Douglas K. , M, E Tonzi

Endoscopy | March 27, 2025 | Volume: 57 | Issue: No issue available | Pages: No page available

10.1055/s-0045-1805260 Get It

Type of submucosal injection solution for endoscopic resection of large colon polyps – results of a randomized trial
Pohl, Heiko , Rex, Douglas K. , Barber, Judy, Moyer, Matthew T. , Elmunzer, J, Rastogi, A. , Gordon, S, Zolotarevsky, Eugene, Levenick, John M. , Aslanian, Harry R., Elatrache, Mazen, Renteln, Daniel von , Brahmbhatt, Bhaumik , Keswani, Rajesh N. , Kumta, Nikhil A. , Ghanimeh, Mouhanna K. Abu, Simmer, Stephen, MacKenzie, Todd A. , Piraka, Cyrus , Barber, J, Wallace, Michael B. , Pleskow, Douglas K. , Smith, Zachary L. , Sanaei, Omid , Yang, Zhaohai

Endoscopy | March 27, 2025 | Volume: 57 | Issue: No issue available | Pages: No page available

10.1055/s-0045-1805256 Get It

Factors Associated With Stroke Recurrence After Initial Diagnosis of Cervical Artery Dissection
Mandel, Daniel , Shu, Liqi , Chang, Christopher , JACK, N , Henninger, Nils , Muppa, Jayachandra , Affan, Muhammad , Lodhi, Omair ul haq , Heldner, Mirjam R. , Omran, Setareh Salehi , Crandall, Ross , Lester, Evan, Araúz, Antonio , Boulanger, Marion , Sousa, João André , Barata, Vasco , Castro‐Chaves, Paulo , Brito, Maria Teresa , Khan, Muhib , Mallick, Dania, Rothstein, Aaron , Khazaal, Ossama , Traenka, Christopher , Sousa, Diana Aguiar de , Soares, Mafalda , Rosa, Sara , Zhou, Lily , Gandhi, Preet , Field, Thalia S. , Mancini, Steven, Pan, Kelly , Dantu, Vishnu , Baumgartner, Karl , Nolte, Christian H. , Choi, Richard , Macdonald, J , Ghannam, Malik , Almajali, Mohammad , Sanchez, Sebastian , Zine-Eddine, Fayçal, Poppe, Alexandre Y. , Fonseca, Ana Catarina , Baptista, Maria Fortuna , Cruz, Diana , Marco, Giovanna De , Griffin, Kim J. , Kuohn, Lindsey , Frontera, Jennifer , Amar, Jordan , Grisendi, Ilaria , Nzwalo, Hipólito , Liebeskind, David S. , Molaie, Amir , Cavalier, Annie, Kam, Wayneho , Grory, Brian Mac , Kasab, Sami Al , Eltatawy, Ali , Chervak, Lina , Rivas, Roberto Chulluncuy, Bakradze, Ekaterina , Tran, Thanh Lam , Ortiz-Garcia, Jorge , Muddasani, Varsha , Vishnu, Venugopalan Y. , Yaddanapudi, Sridhara , Adams, L, Browngoehl, Abigail, Dunston, Randy, Lynch, Zachary, Penckofer, Mary , Mayer, Silvia, Zubair, Adeel , Cheng, Yee Kuang, Ferreira, Vítor Mendes , Asad, Syed Daniyal , Sarwat, Zoha, Balabhadra, Anvesh , Patel, Shivam , Secchi, Thaís , Mantovani, Gabriel Paulo , Krishnaiah, Balaji , Lingam, Sivani, Khasiyev, Farid , Linares, Guillermo , Mannino, Marina , Terruso, Valeria, Vassilopoulou, Sofia , Tentolouris-Piperas, Vasileios , Wall, Victor Carrasco , Indraswari, Fransisca , Jamal, Sleiman El , Liu, Shilin, Alvi, Muhammad , Sarvath, Mohammed, Kass‐Hout, Tareq , Shi, Feina , Zhang, Jinhua , Said, Jamil , Mongare, Newnex, Sen, Shayak, Ghani, Mohammad R , Elnazeir, Marwa , Xiao, Han , Khan, Farhan , Mohammadzadeh, Nahid , Furie, Karen L. , Mandel, Daniel M , Jack, Naomi , Leon Guerrero, Christopher R , Henninger, Nils , Muppa, Jayachandra , Heldner, Mirjam R , Antonenko, Kateryna , Seiffge, David , Arnold, Marcel , Salehi Omran, Setareh , Crandall, Ross , Lopez Mena, Diego , Arauz, Antonio , Boulanger, Marion , Touzé, Emmanuel , Sousa, Joao Andre , Sargento-Freitas, Joao , Barata, Vasco , Castro-Chaves, Paulo , Brito, Maria Teresa , Khan, Muhib , Rothstein, Aaron , Khazaal, Ossama , Kaufman, Josefin E , Engelter, Stefan T , Traenka, Christopher , Aguiar de Sousa, Diana , Soares, Mafalda , Rosa, Sara , Zhou, Lily W , Gandhi, Preet , Field, Thalia S , Metanis, Issa , Leker, Ronen R , Dantu, Vishnu , Baumgartner, Karl , Burton, Tina , von Rennenberg, Regina , Nolte, Christian H , Choi, Richard , MacDonald, Jason , Bavarsad Shahripour, Reza , Guo, Xiaofan , Ghannam, Malik , Almajali, Mohammad , Samaniego, Edgar A , Sanchez, Sebastian , Rioux, Bastien , Poppe, Alexandre , Fonseca, Ana Catarina , Fortuna Baptista, Maria , Cruz, Diana , Romoli, Michele , Longoni, Marco , Keser, Zafer , Kuohn, Lindsey , Frontera, Jennifer , Giles, James , Zedde, Marialuisa , Pascarella, Rosario , Grisendi, Ilaria , Nzwalo, Hipolito , Liebeskind, David S. , Molaie, Amir , Kam, Wayneho , Mac Grory, Brian , Al Kasab, Sami , Anadani, Mohammad , Kicielinski, Kimberly , Eltatawy, Ali , Chervak, Lina , Aziz, Yasmin , Bakradze, Ekaterina , Rodrigo Gisbert, Marc , Requena, Manuel , Saleh Velez, Faddi , Garcia, Jorge Ortiz , Muddasani, Varsha , de Havenon, Adam H , Vishnu, Venugopalan Y , Adams, Latasha , Ranasinghe, Tamra , Penckofer, Mary , Siegler, James E , Mayer, Silvia , Willey, Joshua , Zubair, Adeel , Cheng, Yee Kuang , Sharma, Richa , Marto, João Pedro , Mendes Ferreira, Vítor , Klein, Piers , Nguyen, Thanh N , Asad, Syed Daniyal , Balabhadra, Anvesh , Martins, Sheila , Mantovani, Gabriel , Kim, Young Dae , Krishnaiah, Balaji , Elangovan, Cheran , Qureshi, Abid Y , Fridman, Sebastian , Alvarado-Bolanos, Alonso , Khasiyev, Farid , Linares, Guillermo , Mannino, Marina , Terruso, Valeria , Vassilopoulou, Sofia , Tentolouris-Piperas, Vasileios , Martinez Marino, Manuel , Carrasco Wall, Victor , Indraswari, Fransisca , El Jamal, Sleiman , Liu, Shilin , Sarvath, Mohammed , Morsi, Rami Z , Kass-Hout, Tareq , Shi, Feina , Zhang, Jinhua , Sokhi, Dilraj , Simpkins, Alexis N , Ghani, Mohammad , Elnazeir, Marwa , Xiao, Han , Khan, Farhan , Stretz, Christoph , Goldstein, Eric D , Furie, Karen L , Yaghi, Shadi , Seiffge, David , Nehme, Ahmad , Sargento‐Freitas, João , Kaufmann, Josefin E. , Engelter, Stefan T. , Metanis, Issa , Shahripour, Reza Bavarsad , Guo, Xiaofan , Keser, Zafer , Giles, James , Zedde, Marialuisa , Pascarella, Rosario , Aziz, Yasmin , Rodrigo‐Gisbert, Marc , Requena, Manuel , Velez, Faddi G. Saleh , Havenon, Adam de , Ranasinghe, Tamra , Siegler, James E. , Sharma, Richa , Marto, João Pedro , Klein, Piers , Nguyen, Thanh N. , Kim, Young Dae , Elangovan, Cheran , Alvarado‐Bolaños, Alonso , Martínez-Marino, Manuel , Ali, Farman, Morsi, Rami Z. , Simpkins, Alexis N. , Gomez, Roberto, Sen, Shayak, Kala, Narendra , Stretz, Christoph , Goldstein, Eric , Yaghi, Shadi

Stroke | March 27, 2025 | Volume: 56 | Issue: 6 | Pages: 1413-1421

10.1161/strokeaha.124.048215 | PMID 40143807 Get It

BACKGROUND: Patients presenting with cervical artery dissection (CAD) are at risk for subsequent ischemic events. We aimed to identify characteristics that are associated with increased risk of ischemic stroke after initial presentation of CAD and to evaluate the differential impact of anticoagulant versus antiplatelet therapy in these high-risk individuals. METHODS: This was a preplanned secondary analysis of the STOP-CAD study (Antithrombotic Treatment for Stroke Prevention in Cervical Artery Dissection), a multicenter international retrospective observational study (63 sites from 16 countries in North America, South America, Europe, Asia, and Africa) that included patients with CAD predominantly between January 2015 and June 2022. The primary outcome was subsequent ischemic stroke by day 180 after diagnosis. Clinical and imaging variables were compared between those with versus without subsequent ischemic stroke. Significant factors associated with subsequent stroke risk were identified using stepwise Cox regression. Associations between subsequent ischemic stroke risk and antithrombotic therapy type (anticoagulation versus antiplatelets) among patients with identified risk factors were explored using adjusted Cox regression. RESULTS: In all, 4023 patients (mean age was 47.4 years; 44.5% were women) were included. By day 180, subsequent ischemic stroke occurred in 5.3% of the cohort. In adjusted Cox regression, factors associated with increased risk of subsequent ischemic stroke were prior history of ischemic stroke (adjusted hazard ratio [aHR], 7.31 [95% CI, 1.61–33.13]; P =0.010), presentation within 7 days from first symptoms (aHR, 3.04 [95% CI, 1.04–8.91]; P =0.043), infarct on baseline imaging (aHR, 9.85 [95% CI, 3.65–26.58]; P <0.001), and occlusive dissection (aHR, 2.34 [95% CI, 1.03–5.34]; P =0.043). Only patients with occlusive dissection demonstrated a reduced risk of subsequent ischemic stroke when treated with anticoagulation versus antiplatelets (aHR, 0.36 [95% CI, 0.16–0.80]; P =0.01). CONCLUSIONS: In this post hoc analysis of the STOP-CAD study, several factors associated with subsequent ischemic stroke were identified among patients with CAD. Furthermore, we identified a potential benefit of anticoagulation in patients with CAD with occlusive dissection. These findings require validation by meta-analyses of prior studies to formulate optimal treatment strategies for specific high-risk CAD subgroups.
Multicenter analysis of flow diversion for recurrent/persistent intracranial aneurysms after stent-assisted coiling
Salem, Mohamed M. , Helal, Ahmed , Gajjar, Avi A. , Sioutas, Georgios S. , Heiferman, Daniel M. , Lylyk, Iván , Levine, Alex, Salih, Mira , Abbas, Rawad , Saber, Hamidreza , Lanzino, Giuseppe, Brinjikji, Waleed , Tanweer, Omar , Spiotta, Alejandro M , Park, Min S. , Dumont, Aaron S. , Kim, Louis J. , Kan, Peter , Wolfe, Stacey Q , Raz, Eytan , Shapiro, Maksim , Siddiqui, Adnan H. , Ares, William J. , Ogilvy, Christopher S. , Srinivasan, Visish M. , Starke, Robert M., Ducruet, Andrew F. , Tjoumakaris, Stavropoula , Jankowitz, Brian T. , Albuquerque, Felipe C , Nelson, Peter Kim , Riina, Howard A. , Lylyk, Pedro , Jabbour, Pascal , Burkhardt, Jan Karl, Heiferman, Daniel M , Lylyk, Ivan , Desai, Sohum , Borg, Nicholas , Brinjikji, Waleed , Spiotta, Alejandro M , Arthur, Adam Stephen , Levitt, Michael R , Kan, Peter , Hassan, Ameer E , Wolfe, Stacey Quintero , Raz, Eytan , Siddiqui, Adnan H , Ares, William J , Ogilvy, Christopher S , Tjoumakaris, Stavropoula , Jankowitz, Brian , Albuquerque, Felipe C , Jabbour, Pascal , Burkhardt, Jan‐Karl , Naamani, Kareem El , Renieri, Leonardo , Monteiro, Andre , Abdelsalam, Ahmed, Catapano, Joshua S , Lanzino, Giuseppe , Kim, Louis J. , Levitt, Michael R. , Hassan, Ameer E , Limbucci, Nicola , Colby, Geoffrey P. , Hanel, Ricardó A. , Levy, Elad I. , Thomas, Ajith J , Lopes, Demetrius K.

Journal of NeuroInterventional Surgery | March 27, 2025 | Volume: 18 | Issue: 2 | Pages: 324-331

10.1136/jnis-2024-022422 | PMID 40139781 Get It

Background Flow-diverter stents (FDS) have become the standard of care for a wide range of intracranial aneurysms, but their efficacy/safety in the context of recurrent/recanalized aneurysms following stent-assisted coiling (SAC) is not well established. We evaluate the outcomes of FDS retreatment in a large multicenter cohort. Methods We retrospectively analyzed data from 118 patients across 22 institutions who underwent FDS retreatment for recurrent/persistent aneurysms after SAC (2008–22). The primary outcome was angiographic occlusion status at last follow-up, categorized as complete (100%), near-complete (90–99%), or incomplete (<90%) occlusion. Secondary outcomes included procedural complications and clinical outcomes measured by the modified Rankin Scale (mRS). Results A total of 118 patients (median age 57, 74.6% female) with median follow-up of 15.3 months were identified. Complete occlusion was achieved in 62.5% and near-complete occlusion in 25%. FDS deployment within the pre-existing stent was successful in 98.3% of cases. Major complications occurred in 3.4% of cases, including postoperative aneurysmal rupture with resultant mortality (1.6%) and thromboembolic events with long-term disability (1.6%). Favorable clinical outcomes (mRS 0–2) were observed in 95.1% of patients. Wider aneurysm neck diameter was a significant predictor of incomplete occlusion (adjusted OR (aOR) 1.23 per mm, P=0.044), with male sex trending towards association with non-occlusion (aOR 3.2, P=0.07), while baseline hypertension was associated with complete occlusion (aOR 0.32, P=0.048). Conclusions FDS treatment for recurrent/residual aneurysms after SAC represents a viable treatment option for these challenging cases with acceptable safety and reasonable occlusion rates, although lower than de novo FDS occlusion rates.
Recovery Potential in Patients After Cardiac Arrest Who Die After Limitations or Withdrawal of Life Support
Elmer, Jonathan, Ratay, Cecelia , Steinberg, Alexis , DiFiore-Sprouse, Sara, Case, Nicholas , De‐Arteaga, Maria , Cariou, Alain, Rossetti, Andrea O. , Doshi, Ankur , Molyneaux, Bradley J. , Maciel, Carolina B. , Leithner, Christoph , Sandroni, Claudio , Seder, David B., Taccone, Fabio Silvio, Soar, Jasmeet , Lascarrou, Jean-Baptiste, Nolan, Jerry P. , Hirsch, Karen G. , Berg, Katherine M. , Moseby‐Knappe, Marion , Skrifvars, Markus B., Kurz, Michael C. , Chae, Min Jung Kathy, Kurtz, Pedro, Geocadin, Romergryko G. , Agarwal, Sachin , May, Teresa , Olasveengen, Theresa M. , Group, Optimizing Recovery Prediction After Cardiac Arrest (ORCA) Study, Cariou, Alain , Greer, David M., Seder, David B., Naito, Hiromichi, Nolan, Jerry P., Elmer, Jonathan, Moseby-Knappe, Marion, Skrifvars, Markus B., Donnino, Michael W. , Sekhon, Mypinder, Coppler, Patrick J., Kurtz, Pedro, Seder, David B. , Lascarrou, Jean-Baptiste , Elmer, Jonathan, Coppler, Patrick J. , Fischhoff, Baruch , Rabinstein, Alejandro A. , Dezfulian, Cameron , Hsu, Cindy H. , Greer, David M. , Seder, David B., Guyette, Francis Xavier , Naito, Hiromichi , Skrifvars, Markus B., Chae, Minjung Kathy , Sekhon, Mypinder S. , Johnson, Nicholas James , Kurtz, Pedro, Callaway, Clifton W. , Group, Optimizing Recovery Prediction After Cardiac Arrest (ORCA) Study, Greer, David M., Seder, David B., Naito, Hiromichi, Nolan, Jerry P., Elmer, Jonathan, Moseby-Knappe, Marion, Skrifvars, Markus B., Coppler, Patrick J., Kurtz, Pedro

JAMA Network Open | March 26, 2025 | Volume: 8 | Issue: 3 | Pages: e251714

10.1001/jamanetworkopen.2025.1714 | PMID 40131275 Get It

ImportanceUnderstanding the relationship between patients’ clinical characteristics and outcomes is fundamental to medicine. When critically ill patients die after withdrawal of life-sustaining therapy (WLST), the inability to observe the potential for recovery with continued aggressive care could bias future clinical decisions and research.ObjectiveTo quantify the frequency with which experts consider patients who died after WLST following resuscitated cardiac arrest to have had recovery potential if life-sustaining therapy had been continued.Design, Setting, and ParticipantsThis prospective cohort study included comatose adult patients (aged ≥18 years) treated following resuscitation from cardiac arrest at a single academic medical center between January 1, 2010, and July 31, 2022. Patients with advanced directives limiting critical care or who experienced cardiac arrest of traumatic or neurologic etiology were excluded. An international cohort of experts in post-arrest care based on clinical experience and academic productivity was identified. Experts reviewed the cases between August 24, 2022, and February 11, 2024.ExposurePatients who died after WLST.Main Outcome and MeasuresThree or more experts independently estimated recovery potential for each patient had life-sustaining treatment been continued, using a 7-point numerical ordinal scale. In the primary analysis, which involved the patient cases with death after WLST, a 1% or greater estimated recovery potential was considered to be clinically meaningful. In secondary analyses, thresholds of 5% and 10% estimated recovery probability were explored.ResultsA total of 2391 patients (median [IQR] age, 59 [48-69] years; 1455 men [60.9%]) were included, of whom 714 (29.9%) survived to discharge. Cases of uncertain outcome (1431 patients [59.8%]) in which WLST preceded death were reviewed by 38 experts who rendered 4381 estimates of recovery potential. In 518 cases (36.2%; 95% CI, 33.7%-38.7%), all experts believed that recovery potential was less than 1% if life-sustaining therapies had been continued. In the remaining 913 cases (63.8%; 95% CI, 61.3%-66.3%), at least 1 expert believed that recovery potential was at least 1%. In 227 cases (15.9%; 95% CI, 14.0%-17.9%), all experts agreed that recovery potential was at least 1%, and in 686 cases (47.9%; 95% CI, 45.3%-50.6%), expert estimates differed at this threshold.Conclusions and RelevanceIn this cohort study of comatose patients resuscitated from cardiac arrest, most who died after WLST were considered by experts to have had recovery potential. These findings suggest that novel solutions to avoiding deaths based on biased prognostication or incomplete information are needed.
Deep learning modelling of structural brain MRI in chronic head and neck pain after mild traumatic brain injury
Attias, Sivan, Ramon‐Gonen, Roni , Erez, Yaara , Bosak, Noam , Granovsky, Yelena , Shelly, Shahar , Shahar, Shelly , Attias, Sivan

Pain | March 14, 2025 | Volume: 166 | Issue: 9 | Pages: e244-e251

10.1097/j.pain.0000000000003587 | PMID 40084983 Get It

Abstract Chronic headache is a common complication after mild traumatic brain injury (mTBI), which affects close to 70 million individuals annually worldwide. This study aims to test the utility of a unique, early predictive magnetic resonance imaging (MRI)-based classification model using structural brain MRI scans, a rarely used approach to identify high-risk individuals for post-mTBI chronic pain. We recruited 227 patients with mTBI after a vehicle collision, between March 30, 2016 and December 30, 2019. T1-weighted brain MRI scans from 128 patients within 72 hours postinjury were included and served as input for a pretrained 3D ResNet-18 deep learning model. All patients had initial assessments within the first 72 hours after the injury and performed follow-ups for 1 year. Chronic pain was reported in 43% at 12 months postinjury; remaining 57% were assigned to the recovery group. The best results were achieved for the axial plane with an average accuracy of 0.59 and an average area under the curve (AUC) of 0.56. Across the model's 8 folds. The highest performance across folds reached an AUC of 0.78, accuracy of 0.69, and recall of 0.83. Saliency maps highlighted the right insula, bilateral ventromedial prefrontal cortex, and periaqueductal gray matter as key regions. Our study provides insights at the intersection of neurology, neuroimaging, and predictive modeling, demonstrating that early T1-weighted MRI scans may offer useful information for predicting chronic head and neck pain. Saliency maps may help identify brain regions linked to chronic pain, representing an initial step toward targeted rehabilitation and early intervention for patients with mTBI to enhance clinical outcomes.