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Adaptation of a channelized Hotelling observer model to accommodate anthropomorphic backgrounds and moving test objects in X‐ray angiography
Gomez‐Cardona, Daniel, Favazza, Christopher , Schueler, Beth A. , Fetterly, Kenneth A. , Favazza, Christopher P, Leng, Shuai

Medical Physics | September 15, 2023 | Volume: 50 | Issue: 11 | Pages: 6737-6747

10.1002/mp.16686 | PMID 37712881 Get It

AbstractBackgroundPrior implementations of the channelized Hotelling observer (CHO) model have succeeded in assessing the performance of X‐ray angiography systems under a variety of imaging conditions. However, often times these conditions do not resemble those present in routine clinical imaging scenarios, such as having complex anthropomorphic backgrounds in conjunction with moving test objects.PurposeThis work builds up on prior established CHO methods and introduces a new approach to switch from the already established “multiple‐sample” CHO implementation to a “single‐sample” technique. The proposed implementation enables the inclusion of moving test objects upon nonuniform backgrounds by allowing only a single sample to represent the test object present condition that is to be used within the statistical test to estimate the detectability index.MethodsTo assess the proposed method, two image data sets were acquired with a clinical X‐ray angiography system. The first set consisted of a uniform background in combination with static test objects while the second consisted of an anthropomorphic chest phantom in conjunction with moving test objects. The first set was used to validate the proposed approach against the multiple‐sample method while the second was used to assess the feasibility of the proposed method under a variety of imaging conditions, including seven object sizes and seven detector target dose (DTD) levels.ResultsFor the uniform background data set, considering all detectability indices greater or equal than 1, the ratio between the detectability indices of the proposed single‐sample approach versus the multiple‐sample method was 0.997 ± 0.056 (range 0.884–1.159). The average single‐direction width of the 95% confidence intervals (CIs) of the detectability index estimates for the multiple‐sample method was 0.38 ± 0.43 (range 0.03–2.20). For the single‐sample approach, the average width was 2.52 ± 0.63 (range 1.11–5.44). For the anthropomorphic background image set, the results were consistent with classical quantum‐limited signal‐to‐noise ratio (SNR) theory. The magnitude of the detectability indices varied predictably with changes in both object size and DTD, with the highest value associated with the highest dose and the largest object size. Additionally, the proposed method was able to capture differences in the imaging performance for a given test object across the field of view, which was associated with the attenuation levels provided by different features of the anthropomorphic background.ConclusionsA new single‐sample variant of the CHO model to assess the performance of X‐ray angiography imaging systems is proposed. The new approach is consistent with quantum‐limited image quality theory and with a standard implementation of the CHO model. The proposed method enables the assessment of moving test objects in combination with complex, nonuniform image backgrounds, thereby opening the possibility to assess imaging conditions which more closely resemble those used in clinical care.
A Likelihood Ratio Approach for Utilizing Case-Control Data in the Clinical Classification of Rare Sequence Variants: Application to BRCA1 and BRCA2
Zanti, Maria , O'Mahony, Denise G , Li, Hongyan , Aittomäkkiki, Kristiina, Andrulis, Irene L. , Aronson, Kristan J. , Bolla, Manjeet K. , Brenner, Hermann , Caputo, Sandrine M. , Chang‐Claude, Jenny , Collaborators, GC-HBOC study, Daly, Mary B., Nicolo, Arcangela De , Eccles, Diana M., Engel, Christoph , Evans, D. Gareth , Fasching, Peter A. , Giele, Willemina R. R. Geurts -, Glendon, Gord , Goldberg, Mark S. , Gómez, E. , Güendert, Melanie, Hahnen, Eric , Haiman, Christopher A. , Hamann, Ute, Harkness, Elaine F. , Hogervorst, Frans B.L., Hoppe, Reiner , Houdayer, Claude , Houlston, Richard S. , Howell, Anthony , Investigators, ABCTB, Jakimovska, Milena , John, Esther M. , Kristensen, Vessela N. , Lambrechts, Diether , Léone, Mélanie, Lindblom, Annika , Mannermaa, Arto, Manoochehri, Mehdi, Manoukian, Siranoush , Menon, Usha , Offit, Kenneth, Park, Sue K. , Peto, Julian , Plaseska‐Karanfilska, Dijana , Romero, Atocha , Schmutzler, Rita K. , Stone, Jennifer , Tapper, William , Teo, Soo‐Hwang , Thomassen, Mads , Vachon, Celine M. , Vega, Ana , Wang, Qin , Wappenschmidt, Barbara , Zheng, Wei , Easton, Douglas F. , Goldgar, David E., Eccles, Diana , Lambrechts, Diether , Houdayer, Claude , Lambrechts, Diether , Teo, Soo H , Eccles, Diana , Menon, Usha , Houlston, Richard S , Vega, Ana , Evans, D Gareth , John, Esther M , Lambrechts, Diether , Brenner, Hermann , Romero, Atocha , Engel, Christoph , Zheng, Wei , Stone, Jennifer , Gómez-García, Encarna B , De Nicolo, Arcangela , Manoukian, Siranoush , Lindblom, Annika , Plaseska-Karanfilska, Dijana , Parsons, Michael T. , Dennis, Joe , Anton‐Culver, Hoda , Augustinsson, Annelie , Becher, Heiko , Bojesen, Stig E. , Brown, Melissa A. , Buys, Saundra S. , Canzian, Federico , Castelao, Jose E. , Czene, Kamila , Devilee, Peter , Dörk, Thilo , Dunning, Alison M. , Dwek, Miriam , Gago-Domínguez, Manuela , García‐Closas, Montserrat , García-Sáenz, José Á. , Gentry‐Maharaj, Aleksandra , Geurts-Giele, Willemina R.R. , Giles, Graham G. , Guénel, Pascal , Hall, Per N , Hollestelle, Antoinette , Hopper, John L. , Jakubowska, Anna , Jernström, Helena , Kaaks, Rudolf , Kitahara, Cari M. , Koutros, Stella , Kraft, Peter , Lacey, James V. , Léoné, Mélanie, Lubiński, Jan , Lush, Michael J. , Mannermaa, Arto, Margolin, Sara , Martı́nez, Marı́a Elena , Milne, Roger L. , Monteiro, Álvaro N.A. , Murphy, Rachel A. , Neuhausen, Susan L. , Nevanlinna, Heli , Newman, William G. , James, Paul A. , Peterlongo, Paolo , Punie, Kevin , Radice, Paolo , Rashid, Muhammad Usman , Rennert, Gad , Rosenberg, Efraim H. , Saloustros, Emmanouil , Sandler, Dale P. , Schmidt, Marjanka K. , Shu, Xiao‐Ou , Simard, Jacques , Southey, Melissa C. , Stoppa‐Lyonnet, Dominique , Tamimi, Rulla M. , Taylor, Jack A. , Teras, Lauren R. , Terry, Mary Beth , Troester, Melissa A. , Vachon, Celine M. , Vreeswijk, Maaike P.G. , Weinberg, Clarice R. , Wolk, Alicja , Feng, Bing , Couch, Fergus J. , Spurdle, Amanda B. , Michailidou, Kyriaki

Human Mutation | September 15, 2023 | Volume: 2023 | Issue: No issue available | Pages: 1-17

10.1155/2023/9961341 | PMID 38725546 Get It

A large number of variants identified through clinical genetic testing in disease susceptibility genes are of uncertain significance (VUS). Following the recommendations of the American College of Medical Genetics and Genomics (ACMG) and Association for Molecular Pathology (AMP), the frequency in case-control datasets (PS4 criterion) can inform their interpretation. We present a novel case-control likelihood ratio-based method that incorporates gene-specific age-related penetrance. We demonstrate the utility of this method in the analysis of simulated and real datasets. In the analysis of simulated data, the likelihood ratio method was more powerful compared to other methods. Likelihood ratios were calculated for a case-control dataset of BRCA1 and BRCA2 variants from the Breast Cancer Association Consortium (BCAC) and compared with logistic regression results. A larger number of variants reached evidence in favor of pathogenicity, and a substantial number of variants had evidence against pathogenicity—findings that would not have been reached using other case-control analysis methods. Our novel method provides greater power to classify rare variants compared with classical case-control methods. As an initiative from the ENIGMA Analytical Working Group, we provide user-friendly scripts and preformatted Excel calculators for implementation of the method for rare variants in BRCA1, BRCA2, and other high-risk genes with known penetrance.
A pilot genome‐wide association study meta‐analysis of gastroparesis
Tavares, Letícia Camargo , Kwicklis, Madeline , Pandit, Anita , Pullapantula, Suraj R., Bernard, Cheryl E., Marques, Francine Z. , Shulman, Robert J. , Koch, Kenneth L. , Sarosiek, Irene , McCallum, Richard W. , Pasricha, Pankaj J. , Hamilton, Frank A., Tonascia, James , Zawistowski, Matthew , Farrugia, Gianrico , Grover, Madhusudan , Pullapantula, Suraj, Bernard, Cheryl, Farrugia, Gianrico , Grover, Madhusudan , Camargo Tavares, Leticia , Zheng, Tenghao , Mitchell, Emily, Teder‐Laving, Maris , Esko, Tõnu , Kuo, Braden , Chumpitazi, Bruno P. , Abell, Thomas L. , Parkman, Henry P. , D’Amato, Mauro

United European Gastroenterology Journal | September 9, 2023 | Volume: 11 | Issue: 8 | Pages: 784-796

10.1002/ueg2.12453 | PMID 37688361 Get It

AbstractBackgroundGastroparesis (GP) is characterized by delayed gastric emptying in the absence of mechanical obstruction.ObjectiveGenetic predisposition may play a role; however, investigation at the genome‐wide level has not been performed.MethodsWe carried out a genome‐wide association study (GWAS) meta‐analysis on (i) 478 GP patients from the National Institute of Diabetes and Digestive and Kidney Diseases Gastroparesis Clinical Research Consortium (GpCRC) compared to 9931 population‐based controls from the University of Michigan Health and Retirement Study; and (ii) 402 GP cases compared to 48,340 non‐gastroparesis controls from the Michigan Genomics Initiative. Associations for 5,811,784 high‐quality SNPs were tested on a total of 880 GP patients and 58,271 controls, using logistic mixed models adjusted for age, sex, and principal components. Gene mapping was obtained based on genomic position and expression quantitative trait loci, and a gene‐set network enrichment analysis was performed. Genetic associations with clinical data were tested in GpCRC patients. Protein expression of selected candidate genes was determined in full thickness gastric biopsies from GpCRC patients and controls.ResultsWhile no SNP associations were detected at strict significance (p ≤ 5 × 10−8), nine independent genomic loci were associated at suggestive significance (p ≤ 1 × 10−5), with the strongest signal (rs9273363, odds ratio = 1.4, p = 1 × 10−7) mapped to the human leukocyte antigen region. Computational annotation of suggestive risk loci identified 14 protein‐coding candidate genes. Gene‐set network enrichment analysis revealed pathways potentially involved in immune and motor dysregulation (pFDR ≤ 0.05). The GP risk allele rs6984536A (Peroxidasin‐Like; PXDNL) was associated with increased abdominal pain severity scores (Beta = 0.13, p = 0.03). Gastric muscularis expression of PXDNL also positively correlated with abdominal pain in GP patients (r = 0.8, p = 0.02). Dickkopf WNT Signaling Pathway Inhibitor 1 showed decreased expression in diabetic GP patients (p = 0.005 vs. controls).ConclusionWe report preliminary GWAS findings for GP, which highlight candidate genes and pathways related to immune and sensory‐motor dysregulation. Larger studies are needed to validate and expand these findings in independent datasets.
New Therapeutic Approaches to Large-Vessel Vasculitis
Kermani, Tanaz A. , Kaymakci, Mahmut S , Kaymakci, Mahmut , Warrington, Kenneth J.

Annual Review of Medicine | September 8, 2023 | Volume: 75 | Issue: 1 | Pages: 427-442

10.1146/annurev-med-060622-100940 | PMID 37683286 Get It

Giant cell arteritis (GCA) and Takayasu arteritis (TAK) are large-vessel vasculitides affecting the aorta and its branches. Arterial damage from these diseases may result in ischemic complications, aneurysms, and dissections. Despite their similarities, the management of GCA and TAK differs. Glucocorticoids are used frequently but relapses are common, and glucocorticoid toxicity contributes to significant morbidity. Conventional immunosuppressive therapies can be beneficial in TAK, though their role in the management of GCA remains unclear. Tumor necrosis factor inhibitors improve remission rates and appear to limit vascular damage in TAK; these agents are not beneficial in GCA. Tocilizumab is the first biologic glucocorticoid-sparing agent approved for use in GCA and also appears to be effective in TAK. A better understanding of the pathogenesis of both conditions and the availability of targeted therapies hold much promise for future management.
Stem-like CD4 + T cells in perivascular tertiary lymphoid structures sustain autoimmune vasculitis
Sato, Yuki , Jain, Abhinav , Ohtsuki, Shozo , Okuyama, Hirohisa , Sturmlechner, Ines , Takashima, Yoshinori , Le, Kevin , Bois, Melanie C. , Berry, Gerald J. , Goronzy, Jörg J. , Weyand, Cornelia M. , Le, Kevin-Phu C , Goronzy, Jorg , Weyand, Cornelia , Jain, Abhinav , Berry, Gerald J , Sturmlechner, Ines , Warrington, Kenneth J.

Science Translational Medicine | September 6, 2023 | Volume: 15 | Issue: 712 | Pages: No page available

10.1126/scitranslmed.adh0380 | PMID 37672564 Get It

Autoimmune vasculitis of the medium and large elastic arteries can cause blindness, stroke, aortic arch syndrome, and aortic aneurysm. The disease is often refractory to immunosuppressive therapy and progresses over decades as smoldering aortitis. How the granulomatous infiltrates in the vessel wall are maintained and how tissue-infiltrating T cells and macrophages are replenished are unknown. Single-cell and whole-tissue transcriptomic studies of immune cell populations in vasculitic arteries identified a CD4 + T cell population with stem cell–like features. CD4 + T cells supplying the tissue-infiltrating and tissue-damaging effector T cells survived in tertiary lymphoid structures around adventitial vasa vasora, expressed the transcription factor T cell factor 1 (TCF1), had high proliferative potential, and gave rise to two effector populations, Eomesodermin (EOMES) + cytotoxic T cells and B cell lymphoma 6 (BCL6) + T follicular helper-like cells. TCF1 hi CD4 + T cells expressing the interleukin 7 receptor (IL-7R) sustained vasculitis in serial transplantation experiments. Thus, TCF1 hi CD4 + T cells function as disease stem cells and promote chronicity and autonomy of autoimmune tissue inflammation. Remission-inducing therapies will require targeting stem-like CD4 + T cells instead of only effector T cells.
Large vessel involvement in antineutrophil cytoplasmic antibody-associated vasculitis
Kaymakci, Mahmut , Langenfeld, Hannah E., Hanson, Andrew C. , Crowson, Cynthia S. , Bois, Melanie C. , Ghaffar, Umar , Warrington, Kenneth J. , Kaymakci, Mahmut S , Elfishawi, Mohanad M, Crowson, CS , Warrington, Kenneth J , Elfishawi, Mohanad , Koster, Matthew J. , Specks, Ulrich

Rheumatology | September 5, 2023 | Volume: 63 | Issue: 6 | Pages: 1682-1689

10.1093/rheumatology/kead467 | PMID 37672018 Get It

Abstract Objectives ANCA-associated vasculitis (AAV) is currently categorized under the small vessel vasculitides. There is limited knowledge about large vessel involvement in AAV (L-AAV), mainly described in case reports and small series. L-AAV can involve temporal arteries (TA-AAV), aorta (A-AAV), and periaortic soft tissue (PA-AAV). We sought to characterize the features of patients with L-AAV. Methods Patients older than 18 years at diagnosis of TA-AAV, A-AAV and PA-AAV seen at the Mayo Clinic, Rochester between 1 January 2000 and 31 December 2021 were identified through a proprietary medical text search algorithm. Patients were included if diagnosed with L-AAV, fulfilled 2022 ACR/EULAR classification criteria for GPA, MPA or EGPA, had positive ANCA test results, and had more than one outpatient or inpatient visit. Results The study cohort consists of 36 patients with L-AAV. Of those, 23 had p-ANCA and/or MPO-ANCA, and 13 had c-ANCA and/or PR3-ANCA. Mean (s.d.) age at AAV diagnosis was 63.4 (12.79) years; 20 (56%) were male. Seventeen patients had TA-AAV, 10 had A-AAV and 9 had PA-AAV. Most patients (n = 25, 69%) were diagnosed with large vessel vasculitis and AAV within a 1-year timespan. Twenty-five (69%) patients had histopathological confirmation of AAV diagnosis in a location other than temporal artery, aorta or periaortic soft tissue. Glucocorticoids (36/36), rituximab (19/36) and methotrexate (18/36) were the most frequent treatments. Conclusion This is the largest single-centre cohort of patients with L-AAV to date. AAV can involve large arteries, albeit infrequent. AAV-targeted therapy should be considered in patients with L-AAV.
Clinical Image: Scleral melt in granulomatosis with polyangiitis
Kaymakci, Mahmut , Koster, Matthew J. , Kaymakci, Mahmut S , Elfishawi, Mohanad M, Koster, Matthew J , Elfishawi, Mohanad , Warrington, Kenneth J.

ACR Open Rheumatology | August 31, 2023 | Volume: 6 | Issue: 1 | Pages: 3-3

10.1002/acr2.11607 | PMID 37652888 Get It

Experts Achieve Consensus on a Majority of Statements Regarding Platelet‐Rich Plasma Treatments for Treatment of Musculoskeletal Pathology
Hurley, Eoghan T. , Sherman, Seth L. , Stokes, Daniel J. , Shapiro, Shane A. , Mautner, Kenneth , Buford, Don , Dragoo, Jason L. , Mandelbaum, Bert R. , Zaslav, Kenneth R. , Cole, Brian J. , Hall, Mederic M. , Piuzzi, Nicolás S. , Shapiro, Shane , Mautner, Kenneth R , Rodeo, Scott A. , Frank, Rachel M

Arthroscopy | August 23, 2023 | Volume: 40 | Issue: 2 | Pages: 470

10.1016/j.arthro.2023.08.020 | PMID 37625660 Get It

Purpose To establish consensus statements on platelet‐rich plasma (PRP) for the treatment of musculoskeletal pathologies. Methods A consensus process on the treatment of PRP using a modified Delphi technique was conducted. Thirty‐five orthopaedic surgeons and sports medicine physicians participated in these consensus statements on PRP. The participants were composed of representatives of the Biologic Association, representing 9 international orthopaedic and musculoskeletal professional societies invited due to their active interest in the study of orthobiologics. Consensus was defined as achieving 80% to 89% agreement, strong consensus was defined as 90% to 99% agreement, and unanimous consensus was indicated by 100% agreement with a proposed statement. Results There was consensus on 62% of statements about PRP. Conclusions (1) PRP should be classified based on platelet count, leukocyte count, red blood count, activation method, and pure‐plasma versus fibrin matrix; (2) PRP characteristics for reporting in research studies are platelet count, leukocyte count, neutrophil count, red blood cell count, total volume, the volume of injection, delivery method, and the number of injections; (3) the prognostic factors for those undergoing PRP injections are age, body mass index, severity/grade of pathology, chronicity of pathology, prior injections and response, primary diagnosis (primary vs postsurgery vs post‐trauma vs psoriatic), comorbidities, and smoking; (4) regarding age and body mass index, there is no minimum or maximum, but clinical judgment should be used at extremes of either; (5) the ideal dose of PRP is undetermined; and (6) the minimal volume required is unclear and may depend on the pathology. Level of Evidence Level V, expert opinion.
Predictors of intracranial hemorrhage in patients with atrial fibrillation treated with oral anticoagulants: Insights from the GARFIELD‐AF and ORBIT‐AF registries
Lim, Toon Wei , Camm, Alan John , Virdone, Saverio , Singer, Daniel E. , Bassand, Jean Pierre, Fonarow, Gregg C. , Ezekowitz, Michael D. , Kayani, Gloria , Kakkar, Ajay K. , Mahaffey, Kenneth W. , Pieper, Karen S. , Piccini, Jonathan P. , Investigators, for the GARFIELD‐AF and ORBIT‐AF, Piccini, Jonathan P , Fox, Keith A.A. , Gersh, Bernard J. , Hylek, Elaine M. , Peterson, Eric D. , Investigators, for the GARFIELD‐AF and ORBIT‐AF

Clinical Cardiology | August 21, 2023 | Volume: 46 | Issue: 11 | Pages: 1398-1407

10.1002/clc.24109 | PMID 37596725 Get It

AbstractBackgroundAn unmet need exists to reliably predict the risk of intracranial hemorrhage (ICH) in patients with atrial fibrillation (AF) treated with oral anticoagulants (OACs).HypothesisAn externally validated model improves ICH risk stratification.MethodsIndependent factors associated with ICH were identified by Cox proportional hazard modeling, using pooled data from the GARFIELD‐AF (Global Anticoagulant Registry in the FIELD‐Atrial Fibrillation) and ORBIT‐AF (Outcomes Registry for Better Informed Treatment of Atrial Fibrillation) registries. A predictive model was developed and validated by bootstrap sampling and by independent data from the Danish National Patient Register.ResultsIn the combined training data set, 284 of 53 878 anticoagulated patients had ICH over a 2‐year period (0.31 per 100 person‐years; 95% confidence interval [CI]: 0.28–0.35). Independent predictors of ICH included: older age, prior stroke or transient ischemic attack, concomitant antiplatelet (AP) use, and moderate‐to‐severe chronic kidney disease (CKD). Vitamin K antagonists (VKAs) were associated with a significantly higher risk of ICH compared with non‐VKA oral anticoagulants (NOACs) (adjusted hazard ratio: 1.61; 95% CI: 1.25–2.08; p = .0002). The ability of the model to discriminate individuals in the training set with and without ICH was fair (optimism‐corrected C‐statistic: 0.68; 95% CI: 0.65–0.71) and outperformed three previously published methods. Calibration between predicted and observed ICH probabilities was good in both training and validation data sets.ConclusionsAge, prior ischemic events, concomitant AP therapy, and CKD were important risk factors for ICH in anticoagulated AF patients. Moreover, ICH was more frequent in patients receiving VKA compared to NOAC. The new validated model is a step toward mitigating this potentially lethal complication.
Assessing the use of observational methods and real-world data to emulate ongoing randomized controlled trials
Wallach, Joshua D. , Deng, Yihong , Dhruva, Sanket S. , Quinto, Kenneth , Gandotra, Charu , Ross, Joseph S , Wallach, Joshua D , Deng, Yihong , Polley, Eric C. , Herrin, Jeph , Crown, William H. , Noseworthy, Peter A. , Yao, Xiaoxi , Jeffery, Molly Moore , Lyon, Timothy D. , Ross, Joseph S. , McCoy, Rozalina G.

Clinical Trials | August 17, 2023 | Volume: 20 | Issue: 6 | Pages: 689-698

10.1177/17407745231193137 | PMID 37589143 Get It

Background/aims There has been growing interest in better understanding the potential of observational research methods in medical product evaluation and regulatory decision-making. Previously, we used linked claims and electronic health record data to emulate two ongoing randomized controlled trials, characterizing the populations and results of each randomized controlled trial prior to publication of its results. Here, our objective was to compare the populations and results from the emulated trials with those of the now-published randomized controlled trials. Methods This study compared participants’ demographic and clinical characteristics and study results between the emulated trials, which used structured data from OptumLabs Data Warehouse, and the published PRONOUNCE and GRADE trials. First, we examined the feasibility of implementing the baseline participant characteristics included in the published PRONOUNCE and GRADE trials’ using real-world data and classified each variable as ascertainable, partially ascertainable, or not ascertainable. Second, we compared the emulated trials and published randomized controlled trials for baseline patient characteristics (concordance determined using standardized mean differences <0.20) and results of the primary and secondary endpoints (concordance determined by direction of effect estimates and statistical significance). Results The PRONOUNCE trial enrolled 544 participants, and the emulated trial included 2226 propensity score-matched participants. In the PRONOUNCE trial publication, one of the 32 baseline participant characteristics was listed as an exclusion criterion on ClinicalTrials.gov but was ultimately not used. Among the remaining 31 characteristics, 9 (29.0%) were ascertainable, 11 (35.5%) were partially ascertainable, and 10 (32.2%) were not ascertainable using structured data from OptumLabs. For one additional variable, the PRONOUNCE trial did not provide sufficient detail to allow its ascertainment. Of the nine variables that were ascertainable, values in the emulated trial and published randomized controlled trial were discordant for 6 (66.7%). The primary endpoint of time from randomization to the first major adverse cardiovascular event and secondary endpoints of nonfatal myocardial infarction and stroke were concordant between the emulated trial and published randomized controlled trial. The GRADE trial enrolled 5047 participants, and the emulated trial included 7540 participants. In the GRADE trial publication, 8 of 34 (23.5%) baseline participant characteristics were ascertainable, 14 (41.2%) were partially ascertainable, and 11 (32.4%) were not ascertainable using structured data from OptumLabs. For one variable, the GRADE trial did not provide sufficient detail to allow for ascertainment. Of the eight variables that were ascertainable, values in the emulated trial and published randomized controlled trial were discordant for 4 (50.0%). The primary endpoint of time to hemoglobin A1c ≥7.0% was mostly concordant between the emulated trial and the published randomized controlled trial. Conclusion Despite challenges, observational methods and real-world data can be leveraged in certain important situations for a more timely evaluation of drug effectiveness and safety in more diverse and representative patient populations.