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3026 citation(s) found for "Ma, Kevin".

GG-06 Single cell gene expression studies in lupus patient monocytes reveal novel patterns reflecting disease activity, interferon, and medical treatment
Jin, Zhongbo , Jensen, Mark A, Dorschner, Jessica M., Vsetecka, Danielle, Amin, Shreyasee , Ernste, Floranne C. , Osborn, Thomas G. , Moder, Kevin G., Chowdhary, Vaidehi , Fan, Wei, Jensen, Mark A, Makol, Ashima , Niewold, Timothy B.

Genetics, Genomics and Epigenetics | May 14, 2024 | Volume: No volume available | Issue: No issue available | Pages: A30.1-A30

10.1136/lupus-2016-000179.58 Get It

High Lead Levels in 2 Independent and Authenticated Locks of Beethoven’s Hair
Rifai, Nader , Brown, Kevin E., Erdahl, Sarah A , Jannetto, Paul J. , Meredith, William

Clinical Chemistry | May 6, 2024 | Volume: 70 | Issue: 6 | Pages: 878-879

10.1093/clinchem/hvae054 | PMID 38709835 Get It

Is Upper Extremity or Lower Extremity Function More Important for Patient Satisfaction? An Analysis of 24-Month Outcomes from the QOD Cervical Spondylotic Myelopathy Cohort
Mummaneni, Praveen V. , Chou, Dean , Izima, Chiemela , Fu, Kai-Ming, Bydon, Mohamad , Bisson, Erica F. , Shaffrey, Christopher I. , Gottfried, Oren N., Asher, Anthony L. , Coric, Domagoj , Potts, Eric A. , Foley, Kevin T. , Wang, Michael Y. , Virk, Michael S. , Knightly, John J. , Meyer, Scott A., Upadhyaya, Cheerag D., Shaffrey, Mark E., Uribe, Juan S. , Tumialán, Luis M. , Turner, Jay D. , Haid, Regis W., Chan, Andrew K. , Yang, Eunice, Park, Paul

Clinical Spine Surgery | May 6, 2024 | Volume: 37 | Issue: 4 | Pages: 188-197

10.1097/bsd.0000000000001613 | PMID 38706113 Get It

Study Design: Retrospective analysis of a prospective, multicenter registry. Objective: To assess whether upper or lower limb mJOA improvement more strongly associates with patient satisfaction after surgery for cervical spondylotic myelopathy (CSM). Summary of Background Data: The modified Japanese Orthopaedic Association (mJOA) is commonly used to assess functional status in patients with CSM. Patients present with upper and/or lower extremity dysfunction, and it is unclear whether improvement in one and/or both symptoms drives postoperative patient satisfaction. Methods: This study utilizes the prospective Quality Outcomes Database (QOD) CSM data set. Clinical outcomes included mJOA and North American Spine Society (NASS) satisfaction. The upper limb mJOA score was defined as upper motor plus sensory mJOA, and the lower limb mJOA as lower motor plus sensory mJOA. Ordered logistic regression was used to determine whether upper or lower limb mJOA was more closely associated with NASS satisfaction, adjusting for other covariates. Results: Overall, 1141 patients were enrolled in the QOD CSM cohort. In all, 780 had both preoperative and 24-month mJOA scores, met inclusion criteria, and were included for analysis. The baseline mJOA was 12.1±2.7, and postoperatively, 85.6% would undergo surgery again (NASS 1 or 2, satisfied). Patients exhibited mean improvement in both upper (baseline:3.9±1.4 vs. 24 mo:5.0±1.1, P<0.001) and lower limb mJOA (baseline:3.9±1.4 vs. 24 mon:4.5±1.5, P<0.001); however, the 24-month change in the upper limb mJOA was greater (upper:1.1±1.6 vs. lower:0.6±1.6, P<0.001). Across 24-month NASS satisfaction, the baseline upper and lower limb mJOA scores were similar (pupper=0.28, plower=0.092). However, as satisfaction decreased, the 24-month change in upper and lower limb mJOA decreased as well (pupper<0.001, plower<0.001). Patients with NASS scores of 4 (lowest satisfaction) did not demonstrate significant differences from baseline in upper or lower limb mJOA (P>0.05). In ordered logistic regression, NASS satisfaction was independently associated with upper limb mJOA improvement (OR=0.81; 95% CI: 0.68-0.97; P=0.019) but not lower limb mJOA improvement (OR=0.84; 95% CI: 0.70-1.0; P=0.054). Conclusions: As the magnitude of upper and lower mJOA improvement decreased postoperatively, so too did patient satisfaction with surgical intervention. Upper limb mJOA improvement was a significant independent predictor of patient satisfaction, whereas lower limb mJOA improvement was not. These findings may aid preoperative counseling, stratified by patients’ upper and lower extremity treatment expectations. Level of Evidence: Level—III.
Rehabilitation Protocols in Elbow Medial Ulnar Collateral Ligament Injuries: A Systematic Review of Articles Published in the Last 20 Years
Buchanan, Timothy R. , Hones, Keegan M. , Hao, Kévin A. , Kamarajugadda, Sravya , Wright, Thomas W., Kim, Jongmin , Aibinder, William R. , Aibinder, William R , Hao, Kevin A , Hones, Keegan M , Portnoff, Brandon , Wright, Jonathan O. , King, Joseph J. , Wright, Thomas W. , Schoch, Bradley S. , Roach, Ryan P.

Sports Health: A Multidisciplinary Approach | May 4, 2024 | Volume: 17 | Issue: 3 | Pages: 460-469

10.1177/19417381241249125 | PMID 38702939 Get It

Context: Elbow medial ulnar collateral ligament (UCL) injuries have become increasingly common in athletes. Despite this, rehabilitation protocols appear to vary drastically, which may explain the clinical equipoise regarding optimal management. Objective: This systematic review reports rehabilitation characteristics reported after UCL injuries and compares reported outcomes based on early versus delayed rehabilitation. Data Sources: Our search utilized PubMed/MEDLINE, Embase, Web of Science, and Cochrane to identify all articles on UCL rehabilitation published between January 1, 2002 and October 1, 2022. Study Selection: Studies in English with ≥5 patients that reported rehabilitation protocols for UCL injuries were evaluated. Study Design: Systematic review. Level of Evidence: Level 4. Data Extraction: Data included sample characteristics, time to achieve physical therapy milestones, outcome scores, and return-to-play (RTP) rate and timing. Results: Our review included 105 articles with a total of 15,928 elbows (98% male; weighted mean age, 23 years; follow-up, 47 months), with 15,077 treated operatively and 851 treated nonoperatively. The weighted mean time patients spent adhering to nonweightbearing status was 42 days. The mean time until patients were given clearance for active range of motion (ROM) 15 days, full ROM 40 days, and elbow strengthening exercises 32 days. The mean time until all restrictions were lifted was 309 days. The mean time to begin a throwing program was 120 days. Across all rehabilitation characteristics, protocols for patients undergoing nonoperative management started patients on rehabilitation earlier. After UCL reconstruction, earlier active ROM (≤14 days), elbow strengthening (≤30 days), no restrictions (≤180 days), and throwing (≤120 days) postoperatively led to earlier RTP without a negative effect on functional outcome scores. Conclusion: Current literature provides a spectrum of protocols for elbow UCL rehabilitation, regardless of management. Nonoperative patients began ROM activities, strengthening, and throwing programs sooner than operative patients, and earlier milestones led to earlier RTP.
Association of preprocedural antiplatelet use with decreased thromboembolic complications for intracranial aneurysms undergoing intrasaccular flow disruption
Diestro, Jose Danilo Bengzon , Adeeb, Nimer , Aslan, Assala , McLellan, Rachel , Lay, Sovann V. , Guenego, Adrien , Naamani, Kareem El, Shotar, Eimad, Premat, Kévin , Möhlenbruch, Markus , Kral, Michael , Doron, Omer , Salem, Mohamed M. , Foreman, Paul M. , Vachhani, Jay A. , Shaikh, Hamza , Župančić, Vedran , Mohammed, Marwa A. , İmamoğlu, Çetin , Bayrak, Ahmet , Rabinov, James D. , Ren, Yifan , Michelozzi, Caterina , Elens, Stéphanie , Starke, Robert M. , Ogilvie, Mark , Nguyên, Anh , Jones, Jesse , Brinjikji, Waleed , Nawka, Marie Teresa , Psychogios, Marios, Ulfert, Christian , Pukenas, Bryan , Burkhardt, Jan‐Karl , Essibayi, Muhammed Amir , Spiegel, Gary, Lubicz, Boris , Puri, Ajit S , Pero, Guglielmo , Nossek, Erez , Raz, Eytan , Asadi, Hamed , Siddiqui, Adnan H. , Brook, Allan , Altschul, David , Spears, Julian , Marotta, Thomas R. , Ducruet, Andrew F. , Albuquerque, Felipe C. , Regenhardt, Robert W. , Stapleton, Christopher J. , Kan, Peter , Kalousek, Vladimir , Lylyk, Pedro , Boddu, Srikanth , Knopman, Jared , Tjoumakaris, Stavropoula , Clarençon, Frédéric , Patel, Aman B. , Bayrak, Ahmet , Ibrahim, Mohamed K. , Siddiqui, Adnan H , Diestro, Jose Danilo B , Shotar, Eimad , Nguyen, Anh , Pero, Guglielmo , Kalousek, Vladimir , Altschul, David J , Regenhardt, Robert W , Essibayi, Muhammed Amir , Ulfert, Christian , Lay, Sovann V , Burkhardt, Jan‐Karl , Musmar, Basel , Salim, Hamza , Cancelliere, Nicole M , Algin, Oktay , Ghozy, Sherief , Renieri, Leonardo , Carnevale, Joseph Anthony , Saliou, Guillaume , Mastorakos, Panagiotis , Naamani, Kareem El , Shotar, Eimad , Bernstock, Joshua D. , Chung, Charlotte , Lylyk, Iván , Hafeez, Muhammad Ubaid , Catapano, Joshua S , Waqas, Muhammad , Schirmer, Clemens M. , Piano, Mariangela , Kühn, Anna Luisa , Hassan, Ameer E , Psychogios, Marios‐Nikos , Huynh, Thien , Martinez-Gutierrez, Juan Carlos , Sheth, Sunil A , Tawk, Rabih G. , Panni, Pietro , Killer-Oberpfalzer, Monika , Griessenauer, Christoph J. , Aziz‐Sultan, Mohammad Ali , Jabbour, Pascal , Limbucci, Nicola , Cuellar, Hugo , Mendes Pereira, Vitor , Dmytriw, Adam A.

Journal of Neurosurgery | May 3, 2024 | Volume: 141 | Issue: 4 | Pages: 992-999

10.3171/2024.2.jns232918 | PMID 38701528 Get It

OBJECTIVE This study was conducted to investigate the impact of antiplatelet administration in the periprocedural period on the occurrence of thromboembolic complications (TECs) in patients undergoing treatment using the Woven EndoBridge (WEB) device for intracranial wide-necked bifurcation aneurysms. The primary objective was to assess whether the use of antiplatelets in the pre- and postprocedural phases reduces the likelihood of developing TECs, considering various covariates. METHODS A retrospective multicenter observational study was conducted within the WorldWideWEB Consortium and comprised 38 academic centers with endovascular treatment capabilities. Univariable and multivariable logistic regression analyses were performed to determine the association between antiplatelet use and TECs, adjusting for covariates. Missing predictor data were addressed using multiple imputation. RESULTS The study comprised two cohorts: one addressing general thromboembolic events and consisting of 1412 patients, among whom 103 experienced TECs, and another focusing on symptomatic thromboembolic events and comprising 1395 patients, of whom 50 experienced symptomatic TECs. Preprocedural antiplatelet use was associated with a reduced likelihood of overall TECs (OR 0.32, 95% CI 0.19–0.53, p < 0.001) and symptomatic TECs (OR 0.49, 95% CI 0.25–0.95, p = 0.036), whereas postprocedural antiplatelet use showed no significant association with TECs. The study also revealed additional predictors of TECs, including stent use (overall: OR 4.96, 95% CI 2.38–10.3, p < 0.001; symptomatic: OR 3.24, 95% CI 1.26–8.36, p = 0.015), WEB single-layer sphere (SLS) type (overall: OR 0.18, 95% CI 0.04–0.74, p = 0.017), and posterior circulation aneurysm location (symptomatic: OR 18.43, 95% CI 1.48–230, p = 0.024). CONCLUSIONS The findings of this study suggest that the preprocedural administration of antiplatelets is associated with a reduced likelihood of TECs in patients undergoing treatment with the WEB device for wide-necked bifurcation aneurysms. However, postprocedural antiplatelet use did not show a significant impact on TEC occurrence.
Abstract GS02-13: Pregnancy after breast cancer in young women with germline BRCA pathogenic variants: results from an international cohort study
Kim, Hee Jeong , Chiodi, Camila , Lopez, Estela Carrasco, Bajpai, Jyoti , Toss, Angela, Renaud, Tiphaine , Cui, Wanda, Wong, Stephanie M. , Ruddy, Kathryn, Rozenblit, Mariya, Garza, Cynthia Villareal, Marchis, Laura De , Mriňáková, Bela , Meister, Sarah , Clatot, Florian, Yerushalmi, Rinat , Angelis, Carmine De , Cichowska-Cwalińska, Natalia, Berlière, Martine , Giorgi, Ugo De , Sonnenblick, Amir , Azim, Hatem A. , De Angelis, Carmine , Wong, Stephanie M , Lambertini, Matteo , Blondeaux, Eva , Agostinetto, Elisa , Hamy, Anne‐Sophie , Bernstein‐Molho, Rinat , Hilbers, Florentine , Pogoda, Katarzyna , Punie, Kevin , Ignatiadis, Michail , Moore, Halle C. F. , Phillips, Kelly‐Anne , Toss, Angela , Rousset‐Jablonski, Christine , Peccatori, Fedro A , Ferrari, Alberta , Paluch–Shimon, Shani , Fruscio, Robert , Vernieri, Claudio , Ruddy, Kathryn J. , Dieci, Maria Vittoria , Matikas, Alexios , Rozenblit, Mariya , Mastro, Lucia Del , Puglisi, Fabio , Estevez-Diz, Maria Del Pilar , Rodriguez-Wallberg, Kenny A , Livraghi, Luca , Sánchez-Bayona, Rodrigo , Meattini, Icro , Salama, Mahmoud , Partridge, Ann H.

Cancer Research | May 2, 2024 | Volume: 84 | Issue: 9_Supplement | Pages: GS02-13-GS02-13

10.1158/1538-7445.sabcs23-gs02-13 Get It

Abstract Background: Oncofertility counseling in BRCA carriers has unique challenges due to a possible negative impact of germline pathogenic/likely pathogenic variants (PVs) on reproductive potential and the indication to undergo risk-reducing bilateral salpingo-oophorectomy. While previous studies demonstrated the safety of pregnancy in women with prior breast cancer (BC) history, limited evidence exists in BRCA carriers specifically. We report the results of the largest study to date investigating likelihood of pregnancy after BC, reproductive and disease outcomes specifically in BRCA carriers. Methods: This was an international, multicenter, hospital-based, retrospective cohort study including young BRCA carriers with history of BC (NCT03673306). Eligible patients were women harboring germline PVs in BRCA1 and/or BRCA2 and diagnosed with stage I-III invasive BC at the age of ≤ 40 years between January 2000 and December 2020. BRCA healthy carriers or patients with BRCA variants of unknown significance, non-invasive BC, lack of follow-up, prior ovarian cancer or other malignancies without history of BC were excluded. Primary endpoints were pregnancy rate and disease-free survival (DFS). Overall survival (OS), BC specific survival (BCSS), pregnancy, fetal and obstetric outcomes were secondary endpoints. To mitigate the impact of guaranteed time bias, two survival analyses were performed: 1) Extended Cox model with occurrence of pregnancy as a time-varying covariate; 2) Case-control analysis by matching 1:3 patients with and without a pregnancy for type of BRCA PV, hormone receptor status, nodal status and year at diagnosis; moreover, each control had to have a disease-free interval longer than the time occurring between BC diagnosis and conception of the matched case. Results: From 78 centers worldwide, 4,732 patients were included, of whom 659 had at least one pregnancy after BC (pregnancy cohort) and 4,073 did not (non-pregnancy cohort). Patients in the pregnancy cohort were significantly more likely to carry BRCA1 PVs, to be younger at BC diagnosis, to have node-negative and hormone receptor-negative (HR-) BC (all p&lt; 0.01). Pregnancy rate at 10 years was 22% (95% CI 21%-24%) overall, 18% (95% CI 16%-21%) and 26% (95% CI 24%-26%) in patients with HR+ and HR- BC, respectively (p&lt; 0.01). Median time from BC diagnosis to conception was 3.5 years (IQR 2.2-5.3 years), significantly longer in patients with HR+ than HR- BC (4.3 vs 3.2 years, p&lt; 0.01). Among 659 patients with a pregnancy after BC, 45 (6.8%) and 63 (9.6%) experienced an induced abortion or a miscarriage, respectively. Of the 517 (78.5%) patients with completed pregnancy, 54 (10.4%) had twins and 406 (78.5%) delivered at term (delivery ≥37 weeks). Among the 571 babies born, 5 (0.9%) had congenital anomalies. Median follow-up was 7.8 years (IQR, 4.5-12.6 years). No significant difference in DFS was observed between the pregnancy and non-pregnancy cohorts (unadjusted HR 0.97, 95% CI 0.82-1.15, p=0.74; adjusted HR [aHR] 0.99, 95% CI 0.81-1.20, p=0.90). Patients in the pregnancy cohort showed significantly better BCSS (HR 0.53, 95% CI 0.38-0.74, p&lt; 0.01; aHR 0.59, 95% CI 0.41-0.86, p&lt; 0.01) and OS (HR 0.52, 95% CI 0.38-0.72, p&lt; 0.01; aHR 0.58, 95% CI 0.40-0.85, p&lt; 0.01). Similar results were obtained in the case-control analysis. Subgroup analyses of survival endpoints according to patient, tumor and treatment characteristics will be presented at the conference. Conclusions: In this global study, 1 out of 5 young BRCA carriers conceived within 10 years after a BC diagnosis, higher than rates previously reported in unselected young BC populations. Pregnancy following BC in BRCA carriers did not appear to adversely impact maternal prognosis or fetal outcomes. These findings should be incorporated into oncofertility counseling of young BRCA carriers with BC. Citation Format: Matteo Lambertini, Eva Blondeaux, Elisa Agostinetto, Anne-Sophie Hamy-Petit, Hee Jeong Kim, Camila Chiodi, Rinat Bernstein-Molho, Florentine Hilbers, Katarzyna Pogoda, Estela Carrasco Lopez, Kevin Punie, Jyoti Bajpai, Michail Ignatiadis, Halle Moore, Kelly-Anne Phillips, Angela Toss, Christine Rousset-Jablonski, Fedro Alessandro Peccatori, Tiphaine Renaud, Alberta Ferrari, Shani Paluch-Shimon, Robert Fruscio, Wanda Cui, Stephanie Wong, Claudio Vernieri, Kathryn Ruddy, Maria Vittoria Dieci, Alexios Matikas, Mariya Rozenblit, Cynthia Villareal Garza, Laura De Marchis, Lucia Del Mastro, Fabio Puglisi, Maria Del Pilar Estevez-Diz, Kenny A. Rodriguez-Wallberg, Bela Mrinakova, Sarah Meister, Luca Livraghi, Florian Clatot, Rinat Yerushalmi, Carmine De Angelis, Rodrigo Sánchez-Bayona, Icro Meattini, Natalia Cichowska-Cwalińska, Martine Berlière, Mahmoud Salama, Ugo De Giorgi, Amir Sonnenblick, Hatem Azim, Ann Partridge. Pregnancy after breast cancer in young women with germline BRCA pathogenic variants: results from an international cohort study [abstract]. In: Proceedings of the 2023 San Antonio Breast Cancer Symposium; 2023 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2024;84(9 Suppl):Abstract nr GS02-13.
Modular fluted tapered stems in two-stage reimplantation of previously infected total hip arthroplasties
Carender, Christopher N. , Perry, Kevin I. , Trousdale, Robert T. , Berry, Daniel J. , Berry, Daniel J , Sierra, Rafael J. , Abdel, Matthew P.

The Bone & Joint Journal | May 1, 2024 | Volume: 106-B | Issue: 5 Supple B | Pages: 125-132

10.1302/0301-620x.106b5.bjj-2023-0788.r2 | PMID 38688510 Get It

AimsUncemented implants are now commonly used at reimplantation of a two-stage revision total hip arthoplasty (THA) following periprosthetic joint infection (PJI). However, there is a paucity of data on the performance of the most commonly used uncemented femoral implants – modular fluted tapered (MFT) femoral components – in this setting. This study evaluated implant survival, radiological results, and clinical outcomes in a large cohort of reimplantation THAs using MFT components.MethodsWe identified 236 reimplantation THAs from a single tertiary care academic institution from September 2000 to September 2020. Two designs of MFT femoral components were used as part of an established two-stage exchange protocol for the treatment of PJI. Mean age at reimplantation was 65 years (SD 11), mean BMI was 32 kg/m2 (SD 7), and 46% (n = 109) were female. Mean follow-up was seven years (SD 4). A competing risk model accounting for death was used.ResultsThe 15-year cumulative incidence of any revision was 24%. There were 48 revisions, with the most common reasons being dislocation (n = 25) and infection (n = 16). The 15-year cumulative incidence of any reoperation was 28%. Only 13 revisions involved the fluted tapered component (FTC), for a 15-year cumulative incidence of any FTC revision of 8%. Only two FTCs were revised for aseptic loosening, resulting in a 15-year cumulative incidence of FTC revision for aseptic loosening of 1%. Stem subsidence ≥ 5 mm occurred in 2% of unrevised cases. All stems were radiologically stable at most recent follow-up. Mean Harris Hip Score was 69 (SD 20) at most recent follow-up.ConclusionThis series demonstrated that MFT components were durable and reliable in the setting of two-stage reimplantation THA for infection. While the incidence of aseptic loosening was very low, the incidence of any revision was 24% at 15 years, primarily due to dislocation and recurrent PJI.Cite this article: Bone Joint J 2024;106-B(5 Supple B):125–132.
US Bronchiectasis and NTM Research Registry: Pseudomonas Treatment Patterns in Non-cystic Fibrosis Bronchiectasis Measured by Sociodemographic Factors
Felzer, Jamie , Chalmers, Sarah , McShane, Pamela J. , Johnson, Margaret M. , Winthrop, Kevin , Jakharia, K., Lapinel, N. , Richards, C. , Aksamit, T.R., Brunton, Amanda E. , Choate, Radmila , Maselli, Diego J , Zha, Beth Shoshanna , Restrepo, Marcos I , Metersky, Mark L.

B26. UNLOCKING NTM/BRONCHIECTASIS MYSTERIES | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A3163-A3163

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a3163 Get It

Clinical Characterization of Patients With COPD- Bronchiectasis Overlap: Data From the US Bronchiectasis and NTM Research Registry
Vijaykumar, Kadambari , Chalmers, Sarah , Conrad, Douglas , Jakharia, K., Olivier, K.N., Richards, C. , Winthrop, Kevin , Brunton, Amanda E. , Choate, Radmila , Maselli, Diego J , Metersky, Mark L. , Rowe, Steven Mark , Dransfield, Mark T. , Solomon, George M

D25. EMERGING RESEARCH IN COUGH, CYSTIC FIBROSIS AND BRONCHIECTASIS | April 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: A7087-A7087

10.1164/ajrccm-conference.2024.209.1_meetingabstracts.a7087 Get It

AI and machine learning in medical imaging: key points from development to translation
Samala, Ravi K. , Chan, Heang‐Ping , Petrick, Nicholas , Mahmood, Usman , Summers, Ronald M. , Yoshida, Hiroyuki , Huo, Zhimin, Vergara, Daniel , Mazurchuk, Richard, Grizzard, Kevin , Suzuki, Kenji , Armato, Samuel G. , Shukla-Dave, Amita , Chan, Heang-Ping , Mahmood, Usman , Summers, Ronald M , Deserno, Thomas M , Yoshida, Hiroyuki , Drukker, Karen , Huisman, Henkjan , Samala, Ravi K , Drukker, Karen , Shukla‐Dave, Amita , Sahiner, Berkman , Greenspan, Hayit , Tourassi, Georgia D. , Regge, Daniele , Näppi, Janne J. , Chen, Quan , Morra, Lia , Hadjiiski, Lubomir M.

BJR|Artificial Intelligence | April 29, 2024 | Volume: 1 | Issue: 1 | Pages: No page available

10.1093/bjrai/ubae006 | PMID 38828430 Get It

Abstract Innovation in medical imaging artificial intelligence (AI)/machine learning (ML) demands extensive data collection, algorithmic advancements, and rigorous performance assessments encompassing aspects such as generalizability, uncertainty, bias, fairness, trustworthiness, and interpretability. Achieving widespread integration of AI/ML algorithms into diverse clinical tasks will demand a steadfast commitment to overcoming issues in model design, development, and performance assessment. The complexities of AI/ML clinical translation present substantial challenges, requiring engagement with relevant stakeholders, assessment of cost-effectiveness for user and patient benefit, timely dissemination of information relevant to robust functioning throughout the AI/ML lifecycle, consideration of regulatory compliance, and feedback loops for real-world performance evidence. This commentary addresses several hurdles for the development and adoption of AI/ML technologies in medical imaging. Comprehensive attention to these underlying and often subtle factors is critical not only for tackling the challenges but also for exploring novel opportunities for the advancement of AI in radiology.