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Lee, Cecilia S

0000-0003-1994-7213

Mayo Clinic

University of Washington

Citations 3

Research Code Sharing in Support of Gold Standard Science
Klonoff, David C., Espinoza, Juan, Mader, Julia K., Heinemann, Lutz, Cobelli, Claudio, Kerr, David , Kovatchev, Boris, Najafi, Bijan , Prahalad, Priya , Zheng, Yaguang , Shao, Mandy M. , Scheideman, Agatha F. , DuNova, Ashley Y. , Kohn, Michael , Umpierrez, Guillermo E., Malek, Aiman Abdel, Agus, Michael S. D., Ahn, David T., AlSaad, Rawan , AL-SOFIANI, MOHAMMED, Armstrong, David, Arnold, Mark A., Bequette, B. Wayne , Bellazzi, Riccardo, Cengiz, Eda, Chase, J. Geoffrey, Chen, Jake Y. , Cichosz, Simon Lebech , Clements, Mark A. , Close, Kelly L., Cuadros, Jorge , Contreras, Ivan, Drincic, Andjela , Facchinetti, Andrea, Fleming, G. Alexander , Gabbay, Monica A. L., Healey, Elizabeth, Hoang, Thanh D., Kulzer, Bernhard, Belle, Jeff La, Lee, Aaron, Lee, Cecilia S., Lee, Wei-An , Liepmann, Dorian , Maahs, David M. , Mathioudakis, Nestoras, Metwally, Ahmed A., Mohan, Viswanathan, Moon, Sun-Joon, Raeder, Helge, Rhee, Connie, Rhee, Eun-Jung, Scheinker, David , Shah, Viral N., Snyder, Michael P., Sode, Koji, Spanakis, Elias K., Svensson, Jannet, Vaswani, Nitin, Vareth, Maryam, Wallia, Amisha , Wang, Tao, Williams, Ebonie, Wolf, Ruth, Wong, Jenise C., Yeshiwas, Sewagegn, Shah, Shahid N. , Cobelli, Claudio , Snyder, M , Kovatchev, Boris , Heinemann, Lutz , Espinoza, Juan , Mathioudakis, Nestoras , Mader, Julia K. , Klonoff, David C , Espinoza, Juan , Mader, Julia K , Heinemann, Lutz , Cobelli, Claudio , Kovatchev, Boris , Umpierrez, Guillermo E. , Wong, Tien Y , Abdel Malek, Aiman , Agus, Michael S D , Ahn, David T , AlSaad, Rawan , Al-Sofiani, Mohammed E , Armstrong, David , Arnold, Mark A , Bee, Yong Mong , Bequette, B Wayne , Bellazzi, Riccardo , Cengiz, Eda , Chase, James Geoffrey , Chen, Haipeng , Chen, Jake Y , Cichosz, Simon L , Cinar, Ali , Clements, Mark A , Close, Kelly L , Cuadros, Jorge , Contreras, Ivan , Datta, Gora , Dhatariya, Ketan , Doyle, Francis J , Drincic, Angela , Facchinetti, Andrea , Fleming, G Alexander , Foreman, Joshua , Gabbay, Monica A L , Gutierrez-Osuna, Ricardo , Healey, Elizabeth , Hoang, Thanh D , Jacobs, Peter G , Kulzer, Bernhard , La Belle, Jeff , Lee, Aaron Y , Lee, Cecilia S , Lee, Wei-An Andy , Liepmann, Dorian , Maahs, David M , Mathioudakis, Nestoras N , Meo, Sultan A , Metwally, Ahmed A , Misra, Shivani , Mohan, Viswanathan , Moon, Sun-Joon , Raeder, Helge , Rhee, Connie M , Rhee, Eun-Jung , Scheinker, David , Shah, Viral N , Sheng, Bin , Snyder, Michael , Sode, Koji , Spanakis, Elias K , Svensson, Jannet , Vaswani, Nitin , Vareth, Maryam , Vehi, Josep , Wallia, Amisha , Waki, Kayo , Wang, Tao , Williams, Eric , Wolf, Risa M , Wong, Jenise C , Bekele, Sewagegn Yeshiwas , Zilbermint, Mihail , Shah, Shahid N , Klonoff, David C. , DuBord, Ashley Y., Wong, Tien Yin , Agus, Michael S. D. , Ahn, David , Close, Kelly L. , Dhatariya, Ketan , Doyle, Francis J. , Rhee, Connie M. , Sode, Koji , Spanakis, Elias K. , Waki, Kayo , Wong, Jenise C. , Zilbermint, Mihail

Journal of Diabetes Science and Technology | January 14, 2026 | Volume: 20 | Issue: 3 | Pages: 609-619

10.1177/19322968251391819 Get It

Sharing research code in an open access version-controlled repository offers significant benefits for both science as a whole and for individual researchers. In this article, we focus on this practice, which is fully aligned with the NIH’s Gold Standard Science (GSS) program as well as FAIR (findable, accessible, interoperable, reusable) and TRUST (transparency, responsibility, user focus, sustainability, technology) principles. Gold Standard Science supports open science by emphasizing transparency, reproducibility, and the use of best practices that enable others to verify and extend research. Pairing a research article’s cited data snapshot with a versioned, environment-specific code release, deposited in a companion code repository, ensures that, upon submission to a medical journal, readers and reviewers can directly verify results. An executable and updatable companion code repository complements, rather than replaces, established research data repositories. When code underlying medical research results is made openly available, then other scientists can inspect, run, and validate analyses. These activities enhance reproducibility, which is a core aim of GSS. Shared code also facilitates collaborative innovation by allowing researchers to extend the utility of the code to new datasets and applications. For researchers, code sharing can increase visibility, credibility, and citation impact. Demonstrating transparency through shared executable and updatable code builds trust with journal readers, peer reviewers, funders, and peers. Shared code in an open access repository signals adherence to high standards of scientific integrity and attracts opportunities for collaboration. A researcher who shares code receives recognition as a leader in reproducible, trustworthy research consistent with NIH’s GSS principles.
Semaglutide and Nonarteritic Anterior Ischemic Optic Neuropathy
Cai, Cindy X. , Hribar, Michelle R. , Swaminathan, Swarup S. , Flowers, Alexis , Brown, Eric N. , Chen, John J. , Chen, Aiyin , Wang, Sophia Y. , Ehrlich, Joshua R. , Armbrust, Karen R. , Alshammari, Thamir , Swerdel, Joel N. , Suchard, Marc A. , Falconer, Thomas , DuVall, Scott L. , Viernes, Benjamin , O’Brien, William J. , Martin, Benjamin , Westlund, Erik , Mathioudakis, Nestoras , Fan, Ruochong, Stocking, Jacqueline C. , Takkouche, Sahar , Humes, Izabelle, McCoy, David , Adibuzzaman, Mohammad, Areaux, Raymond G. , Rojas‐Carabali, William , Brash, James T., Lee, David A. , Mawn, Louise A. , Agrawal, Rupesh, Morgan‐Cooper, Hannah, Desai, Priya , Ryan, Patrick , Barkmeier, Andrew, Chen, John J , Mathioudakis, Nestoras N , Stocking, Jacqueline C , Lee, Cecilia S , Baxter, Sally L. , Goetz, Kerry , Toy, Brian C. , Xu, Benjamin Yixing , Leng, Theodore , Barkmeier, Andrew J. , Boland, Michael V. , Dorr, David A , Boyce, Danielle M. , Schuemie, Martijn J. , Bu, Fan , Sena, Anthony G. , Hripcsak, George , Nishimura, Akihiko, Nagy, Paul G. , Matheny, Michael E. , Zhang, Linying , Martin, Benjamin, Fan, Ruochong, Wilcox, Adam B , Lai, Albert M. , Lee, Lok Hin , Xie, Yangyiran , Weiskopf, Nicole G. , Desai, Priya

JAMA Ophthalmology | February 20, 2025 | Volume: 143 | Issue: 4 | Pages: 304

10.1001/jamaophthalmol.2024.6555 Get It

Importance Semaglutide, a glucagonlike peptide-1 receptor agonist (GLP-1RA), has recently been implicated in cases of nonarteritic anterior ischemic optic neuropathy (NAION), raising safety concerns in the treatment of type 2 diabetes (T2D). Objective To investigate the potential association between semaglutide and NAION in the Observational Health Data Sciences and Informatics (OHDSI) network. Design, Setting, and Participants This was a retrospective study across 14 databases (6 administrative claims and 8 electronic health records). Included were adults with T2D taking semaglutide, other GLP-1RA (dulaglutide, exenatide), or non–GLP-1RA medications (empagliflozin, sitagliptin, glipizide) from December 1, 2017, to December 31, 2023. The incidence proportion and rate of NAION were calculated. Association between semaglutide and NAION was assessed using 2 approaches: an active-comparator cohort design comparing new users of semaglutide with those taking other GLP-1RAs and non–GLP-1RA drugs, and a self-controlled case-series (SCCS) analysis to compare individuals’ risks during exposure and nonexposure periods for each drug. The cohort design used propensity score–adjusted Cox proportional hazards models to estimate hazard ratios (HRs). The SCCS used conditional Poisson regression models to estimate incidence rate ratios (IRRs). Network-wide HR and IRR estimates were generated using a random-effects meta-analysis model. Exposures GLP-1RA and non–GLP-1RAs. Main Outcomes and Measures NAION under 2 alternative definitions based on diagnosis codes: one more inclusive and sensitive, the other more restrictive and specific. Results The study included 37.1 million individuals with T2D, including 810 390 new semaglutide users. Of the 43 620 new users of semaglutide in the Optum’s deidentified Clinformatics Data Mart Database, 24 473 (56%) were aged 50 to 69 years, and 26 699 (61%) were female. The incidence rate of NAION was 14.5 per 100 000 person-years among semaglutide users. The HR for NAION among new users of semaglutide was not different compared with that of the non–GLP-1RAs using the sensitive NAION definition—empagliflozin (HR, 1.44; 95% CI, 0.78-2.68; P = .12), sitagliptin (HR, 1.30; 95% CI, 0.56-3.01; P = .27), and glipizide (HR, 1.23; 95% CI, 0.66-2.28; P = .25). The risk was higher only compared with patients taking empagliflozin (HR, 2.27; 95% CI, 1.16-4.46; P = .02) using the specific definition. SCCS analysis of semaglutide exposure showed an increased risk of NAION (meta-analysis IRR, 1.32; 95% CI, 1.14-1.54; P < .001). Conclusions and Relevance Results of this study suggest a modest increase in the risk of NAION among individuals with T2D associated with semaglutide use, smaller than that previously reported, and warranting further investigation into the clinical implications of this association.
Evaluating Access to Laser Eye Surgery by Driving Times Using Medicare Data and Geographical Mapping
Shaffer, Jamie , Rajesh, Anand E. , Stewart, Michael W., Lee, Aaron , Francis, Courtney E. , Miller, Darby D. , Lee, Aaron Y , Lee, Cecilia S

JAMA Ophthalmology | July 20, 2023 | Volume: 141 | Issue: 8 | Pages: 776

10.1001/jamaophthalmol.2023.3061 Get It

Importance Recently, several states have granted optometrists privileges to perform select laser procedures (laser peripheral iridotomy, selective laser trabeculoplasty, and YAG laser capsulotomy) with the aim of increasing access. However, whether these changes are associated with increased access to these procedures among each state’s Medicare population has not been evaluated. Objective To compare patient access to laser surgery eye care by estimated travel time and 30-minute proximity to an optometrist or ophthalmologist. Design, Setting, and Participants This retrospective cohort database study used Medicare Part B claims data from 2016 through 2020 for patients accessing new patient or laser eye care (laser peripheral iridotomy, selective laser trabeculoplasty, YAG) from optometrists or ophthalmologists in Oklahoma, Kentucky, Louisiana, Arkansas, and Missouri. Analysis took place between December 2021 and March 2023. Main Outcome and Measures Percentage of each state’s Medicare population within a 30-minute travel time (isochrone) of an optometrist or ophthalmologist based on US census block group population and estimated travel time from patient to health care professional. Results The analytic cohort consisted of 1 564 307 individual claims. Isochrones show that optometrists performing laser eye surgery cover a geographic area similar to that covered by ophthalmologists. Less than 5% of the population had only optometrists (no ophthalmologists) within a 30-minute drive in every state except for Oklahoma for YAG (301 470 [7.6%]) and selective laser trabeculoplasty (371 097 [9.4%]). Patients had a longer travel time to receive all laser procedures from optometrists than ophthalmologists in Kentucky: the shortest median (IQR) drive time for an optometrist-performed procedure was 49.0 (18.4-71.7) minutes for YAG, and the the longest median (IQR) drive time for an ophthalmologist-performed procedure was 22.8 (12.1-41.4) minutes, also for YAG. The median (IQR) driving time for YAG in Oklahoma was 26.6 (12.2-56.9) for optometrists vs 22.0 (11.2-40.8) minutes for ophthalmologists, and in Arkansas it was 90.0 (16.2-93.2) for optometrists vs 26.5 (11.8-51.6) minutes for ophthalmologists. In Louisiana, the longest median (IQR) travel time to receive laser procedures from optometrists was for YAG at 18.5 (7.6-32.6) minutes and the shortest drive to receive procedures from ophthalmologists was for YAG at 20.5 (11.7-39.7) minutes. Conclusions and Relevance Although this study did not assess impact on quality of care, expansion of laser eye surgery privileges to optometrists was not found to lead to shorter travel times to receive care or to a meaningful increase in the percentage of the population with nearby health care professionals.