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Montori, Víctor M.

https://orcid.org/0000-0003-0595-2898

Mayo Clinic

Mayo Clinic

Citations 317

Utilization of thyroid nodule images in consultations: secondary evaluation of a pilot randomized study
Patel, Urja, Perneth, Sandra Algarin, Rocha, Andrea Ortiz , Barb, Diana, Acosta, Gonzalo, Srihari, Ashok, Dziegielewski, Peter, Kawkgi, Omar El, Castro, M Regina, Dean, Diana, Ryder, Mabel, Hargraves, Ian, Bylund, Carma L., Roy, Arkaprava , Zhang, Zhongyue , Montori, Víctor M. , Brito, Juan P., Ospina, Naykky M Singh, Barb, Diana , Dziegielewski, Peter T. , Kawkgi, Omar El , Castro, M Regina, Ryder, Mabel , Bylund, Carma L. , Brito, Juan P. , Ospina, Naykky Singh

No container title available | September 23, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-10842799/v1 Get It

Abstract Context. Thyroid nodule ultrasound findings are crucial in guiding management decisions for patients with thyroid nodules. However, the frequency with which ultrasound images are discussed and reviewed with patients during clinical visits is not well understood. Objective. To assess how often thyroid ultrasound images are shown and discussed with patients during consultations, and to identify predictors of image review during clinical visits. Design and setting. Secondary analysis of a multicenter pilot randomized clinical trial conducted at two academic medical centers in the United States. Participants. Adults undergoing evaluation for thyroid nodules. Intervention. Participants were randomized to receive either usual care or care enhanced with a conversation aid. Main Outcome Measures. The primary outcome was the frequency of thyroid nodule imaging review evaluated as a binary outcome. Secondary outcomes included evaluation of predictors of image discussion. Results. Eighty-five patients were evaluated. Most participants were women (80%), mean age (60 years, SD 16), and White (86%), undergoing new patient visits (84%). Thyroid nodule ultrasound images were reviewed with patients in 53% of visits (45/85), and in all cases, clinicians initiated the imaging discussion. Predictors of image review included type of consultation (new patient visit) (OR 10.6, 95% CI: 1.79, 62.3). Age, sex, study arm, thyroid nodule size or cancer risk and plan of care (e.g., completing a biopsy) were not statistically associated with review of clinical images. Conclusions. Review of thyroid ultrasound images during clinical visits is relatively common, with consultation type serving as significant predictor.
Gender Differences in Treatment Burden and Care Sustainability Among Adults Living With Diabetes
Montori, Víctor M. , Montori, Victor M , Rivadeneira, Francisco D., Rabeaa, Omar M., Shah, Brandon N., Branda, Megan E. , Brito, Juan P.

No container title available | September 11, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.09.08.26362531 Get It

ABSTRACT Objective Women carry disproportionate shares of caregiving and other life demands that may compound the work of diabetes self-management. We sought to examine gender differences in overall and digital treatment burden and their key contributors. Research Design and Methods Cross-sectional analysis of two cohorts of adults with type 1 or type 2 diabetes attending outpatient endocrinology visits who completed the Treatment Burden Questionnaire Plus Digital (TBQ+D) (n=472). Multivariable regression estimated gender differences in overall and digital treatment burden, ability to live a normal life, and sustainability of current self- care effort, adjusting for age, diabetes type, insulin intensity, HbA1c, and cohort. Item-level analyses identified contributors to observed differences. Results Compared to men, women reported higher median overall treatment burden (33 vs 20, adjusted mean difference 10.6 points, 95% CI 5.1–16.3; p <.0001) and digital treatment burden (13 vs 7, adjusted mean difference 3.5 points, 95% CI 1.1–6.1; p =.009). They also had higher odds of not living a normal life (OR 1.77, 95% CI 1.18–2.67; p =0.006) and difficulty sustaining current self-care efforts indefinitely (OR 2.01, 95% CI 1.10–3.66; p =0.023). Digital burden differences were concentrated in annoyance, precautions, and time and effort required to use digital medicine tools, whereas contributors to differences in overall burden varied, with relationships, self-monitoring, and injections contributing most. Conclusions After adjusting for treatment intensity and other factors, women living with diabetes were twice as likely to be overwhelmed by diabetes care than men. Their greater vulnerability to treatment burden demands healthcare service redesign and individualization of plans of care that minimally disrupt patients’ and caregivers’ lives. ARTICLE HIGHLIGHTS Why did we undertake this study? Women may experience greater treatment burden across chronic conditions, reflecting competing (caregiving) demands that reduce capacity for self-management. Gender differences in diabetes, especially digital burden, remain unclear. What is the specific question we wanted to answer? Do women with diabetes experience greater overall and digital treatment burden than men? What did we find? Women reported greater overall and digital burden and more difficulty living a normal life and sustaining care than men. Differences were larger for digital annoyance, precautions, and effort, plus relationships, self-monitoring, and injections. What are the implications? Treatment burden cannot be inferred from treatment intensity alone. Diabetes care should consider whether treatment work fits within each patient’s life and can be sustained. Women with diabetes may be particularly vulnerable to becoming overwhelmed by the work of diabetes care.
We can, but should we? Red flags for hasty, low integrity AI integration into healthcare
Tilburt, Jon, Tilburt, Jon, Montori, Víctor M.

BMJ | August 20, 2026 | Volume: 394 | Issue: No issue available | Pages: e100589

10.1136/bmj-2026-100589 Get It

Humanizing care in the ICU: how system pressures shape interacting patterns of hurry, blur, burden, and cruelty
Zahidy, Misk Al, Claros, Ana Gabriela, Mulanovich, Katerina, Lizarazo, Maria Jose , Chavez, Maria Mateo, Ahmed, Ahmed Sayed, Dong, Yue, Gajic, Ognjen, Ahmad, Sumera, Al Zahidy, Misk, Gionfriddo, Michael R. , Mateo Chavez, Maria, Sayed Ahmed, Ahmed , Mahmoud, Mohamed A., Chavez, Maria Mateo , Gajic, Ognjen , Montori, Víctor M.

Frontiers in Health Services | August 11, 2026 | Volume: 6 | Issue: No issue available | Pages: No page available

10.3389/frhs.2026.1867800 Get It

Background Intensive care units are high-acuity environments characterized by time pressure, medical complexity, and organizational demands. These conditions may influence clinicians’ ability to provide patient-centered care and contribute to forms of care perceived as fragmented or dehumanizing. Objective To examine how ICU clinicians describe and make sense of the pressures shaping everyday critical care practice, and how these pressures give rise to interacting patterns of care, including those described as hurry, blur, burden, and cruelty. Methods We conducted a qualitative study using focus groups with ICU clinicians from a large academic health system. Discussions were informed by the concept of the pathologies of care as sensitizing concepts. Four focus groups were held with physicians, nurses, advanced practice nurses, and a social worker ( N = 14). Transcripts were analyzed using directed content analysis with both deductive and inductive coding. Results Clinicians described these patterns not as discrete phenomena but as interrelated, context-dependent processes shaped by shared operational pressures such as time constraints, workload, and information demands. These dynamics were often viewed as inherent to the structure and culture of ICU care and were described as co-occurring and compounding. Communication emerged as both a contributor to and a potential mechanism for mitigation, alongside system-level strategies such as reducing documentation burden and leveraging artificial intelligence to support care delivery. Conclusions Patterns reflected in hurry, blur, burden, and cruelty are best understood as emergent properties of complex care systems. Addressing these dynamics may require system-level approaches to improve communication, reduce workload pressures, and support more patient-centered, humanizing care.
Continuous Glucose Monitoring in Type 2 Diabetes and Beyond
Dower, Justin A. , Johansson, Minna , Camp, Anne, Lipska, Kasia J., Montori, Víctor M. , Lipska, Kasia J.

JAMA Internal Medicine | August 3, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1001/jamainternmed.2026.2772 Get It

Importance Continuous glucose monitoring (CGM), initially recommended primarily for people with type 1 diabetes, has rapidly expanded to patients with type 2 diabetes and, more recently, even to individuals without diabetes. This broadening use underscores the importance of critically examining the evidence supporting CGM across populations, clarifying where benefits are established, where they are modest, and where they remain uncertain. Observations We reviewed systematic reviews and meta-analyses of randomized trials and clinical guidelines evaluating CGM use beyond type 1 diabetes, with particular attention to glycemic outcomes, hypoglycemia, patient-reported outcomes, and potential unintended consequences in nonpregnant adults. In adults with type 2 diabetes, evidence from randomized trials consistently demonstrated that CGM use was associated, on average, with a modest yet consistent reduction in hemoglobin A 1c of approximately 0.3% compared with finger-stick monitoring or usual care; some patients benefited considerably more. Only limited and indirect evidence supported the adoption of CGM in people with type 2 diabetes not receiving glucose-lowering therapy or in those with prediabetes or obesity. Conclusions and Relevance CGM should be deployed in response to a specific patient problem rather than as a default intervention. Deliberate, equitable deployment of CGM that is aligned with patient goals, clinical context, and system capacity will be necessary to ensure that those most likely to benefit are not left behind, while avoiding overuse in populations for whom benefit remains unproven.
Comparative Effectiveness of Individual DPP-4 Inhibitors on Kidney Outcomes in Type 2 Diabetes With Moderate Cardiovascular Risk: A Target Trial Emulation
Sklepinski, Stacey , Herrin, Jeph, Neumiller, Joshua J., Swarna, Kavya Sindhu, Deng, Yihong, Galindo, Rodolfo J., Umpierrez, Guillermo E., Ross, Joseph S., Brito, Juan P., Mickelson, Mindy M., SKLEPINSKI, STACEY , Herrin, Jeph , Neumiller, Joshua J. , Polley, Eric C. , Swarna, Kavya, Deng, Yihong, Galindo, Rodolfo J. , Umpierrez, Guillermo E. , Ross, Joseph S. , Brito, Juan P. , Montori, Víctor M. , Mickelson, Mindy M , McCoy, Rozalina G.

Diabetes Obesity and Cardiometabolic CARE | July 16, 2026 | Volume: 1 | Issue: 4 | Pages: 628-637

10.2337/doc26-0025 Get It

OBJECTIVE To examine kidney disease outcomes associated with dipeptidyl peptidase 4 inhibitors (DPP-4i). RESEARCH DESIGN AND METHODS In this target trial emulation, claims data from enrollees in commercial, Medicare Advantage, and traditional Medicare health plans were used to identify adults ≥21 years old with type 2 diabetes, with moderate cardiovascular risk, and without stage 3 or worse chronic kidney disease (CKD) initiating alogliptin, linagliptin, saxagliptin, or sitagliptin between 2014 and 2021. The primary outcome was a composite of incident CKD stages 3–5, kidney failure, or kidney replacement therapy. Random treatment assignment was emulated using propensity scores, estimated using the super learner ensemble method and incorporated as inverse probability of treatment weights into proportional hazards models. RESULTS The weighted study cohort included 3,026 individuals starting alogliptin, 38,213 starting linagliptin, 14,934 starting saxagliptin, and 115,091 starting sitagliptin. One year after treatment initiation, the primary outcome occurred in 1.4%, 2.7%, 2.2%, and 2.4% of patients initiating alogliptin, linagliptin, saxagliptin, and sitagliptin, respectively, increasing to 3.2%, 6.2%, 5.0%, and 5.4%, respectively, at 3 years. Alogliptin was associated with lower risk of stage 3 or worse CKD than linagliptin (hazard ratio [HR] 0.50; 95% CI 0.37–0.69), saxagliptin (HR 0.63; 95% CI 0.45–0.86), and sitagliptin (HR 0.58; 95% CI 0.42–0.79), while saxagliptin was associated with lower risk than linagliptin (HR 0.80; 95% CI 0.73–0.87). Conversely, linagliptin was associated with higher risk than sitagliptin (HR 1.15, 95% CI 1.10–1.21). CONCLUSIONS Alogliptin was associated with lower risk of moderate-to-severe kidney disease than other DPP-4i, while linagliptin was associated with higher risk. Limitations include lack of laboratory data and potential unmeasured confounding.
Heterogeneity of information across seven curated national or international digital health app repositories
Tran, Viet-Thi , Ravaud, Philippe, Kunneman, Marleen , Phi, Ngan Thi Thuy , Ravaud, Philippe , Montori, Víctor M.

DIGITAL HEALTH | July 1, 2026 | Volume: 12 | Issue: No issue available | Pages: No page available

10.1177/20552076261458023 Get It

Objective Digital health applications (health apps) are increasingly integrated in clinical care. Yet the information describing these apps varies across curated app repositories supporting prescription. We aimed to identify the information items used to describe health apps in repositories; and to quantify the completeness of publicly displayed app-entry information across repositories. Methods We conducted a cross-sectional study of seven national or international curated health app repositories: mHealthBelgium, DiGA, AppThera, ORCHA, GGD AppStore, MIND, and AppGuide. In January 2025, we randomly selected 140 health apps, with 20 apps per repository. For each app, one reviewer extracted the publicly available information displayed in the repository entry and inductively identified the information items reported (i.e., atomic information elements used to describe apps). These information items were then grouped into categories by an expert committee. We calculated, for each repository, the median number of items reported across apps, overall and by category. Results Health apps were described by 32 information items grouped into 10 categories: general information, regulatory information, compatibility, costs, indication, functions, evidence, user experience, data governance and security, and change history. The median number of items reported in repositories ranged from a median of 9/32 items, IQR 9 to 11 in MIND to 27/32, IQR 26 to 28 in DiGA. Only, three repositories (AppThera, DiGA and AppGuide) systematically reported information on the evidence supporting the apps for all listed apps. Conclusions Curated health app repositories differed in the information items presented to clinicians and patients. Incomplete reporting of clinically relevant information, particularly evidence and data governance, may limit informed app selection and prescription. Minimum reporting standards are needed to enable safe prescription and reliable integration of health apps into clinical practice.
Treatment burden and health‐related quality of life in young adults with type 1 diabetes
Gastel, Anka Van, Graner‐Baars, Matthijs, Stiggelbout, Anne M., Tran, Viet‐Thi, Mesman, Jessica, Swaak, Joris, Aanstoot, Henk‐Jan, Kunneman, Marleen , Mesman, Jessica , Van Gastel, Anka , Dinneen, Sean F , De Koning, Eelco J P , Kunneman, Marleen , Graner, Matthijs, Stiggelbout, Anne, Tran, Viet-Thi , Giltay, Erik J. , Dinneen, Seán F. , Aanstoot, Henk‐Jan , Montori, Víctor M.

Diabetic Medicine | June 3, 2026 | Volume: 43 | Issue: 8 | Pages: No page available

10.1111/dme.70376 Get It

Abstract Aim This study aims to assess the treatment burden and health‐related quality of life (HRQoL) in young adults with type 1 diabetes (T1D). Methods Online survey on experienced treatment burden (Treatment Burden Questionnaire, TBQ, 0–150, higher scores indicate higher burden) and HRQoL (Type 1 Diabetes and Life questionnaire for ages 18–25 and 26–45, T1DAL, 0–100, higher scores indicate better HRQoL) among Dutch young adults with T1D (aged 18–30). Results In total, 294 young adults with T1D completed the survey. Mean TBQ score was 59.5 (SD = 24.9). Regular medical care reminding participants of their health problems scored highest. Mean T1DAL scores were 55.9 (SD = 12.9) for ages 18–25, and 62.1 (SD = 13.2) for ages 26–30. Lowest scores were in the subcategory ‘Emotional experiences and daily activities’ (18–25: median = 41.7, IQR = 24.9; 26–30: median = 47.8, IQR = 22.5). TBQ was strongly negatively correlated with T1DAL ( r = −0.69, 95% CI [−0.74, −0.62], p < 0.001). Characteristics associated with higher treatment burden and lower HRQoL included female gender, lower time in range and dissatisfaction with diabetes management approach. Conclusion Young adults with T1D report considerable treatment burden and moderate HRQoL, suggesting a high impact of diabetes care on their lives. Treatment burden is particularly affected by regular medical care activities, whereas diabetes affects the daily functioning and emotional experiences domains of HRQoL. Further research is needed to understand how young adults make care fit and to improve care for these patients, resulting in minimally disruptive care plans. While cautiously interpreted, this may be especially relevant for women and those with adverse clinical outcomes.
Comparative effectiveness of sulfonylureas on kidney outcomes in adults with type 2 diabetes and moderate cardiovascular risk: a target trial emulation
Sklepinski, Stacey , Ratzki-Leewing, Alexandria A , Herrin, Jeph, Swarna, Kavya Sindhu, Deng, Yihong, Neumiller, Joshua J, Galindo, R, Umpierrez, Guillermo E. , Ross, Joseph S, Mickelson, Mindy M, Umpierrez, Guillermo E. , Montori, Victor M , McCoy, Rozalina Grubina , SKLEPINSKI, STACEY , Ratzki-Leewing, Alexandria A , Herrin, Jeph , Swarna, Kavya, Deng, Yihong , Polley, Eric C. , Neumiller, Joshua J. , Galindo, Rodolfo J. , Ross, Joseph S. , Brito, Juan P. , Montori, Víctor M. , Mickelson, Mindy M , McCoy, Rozalina G.

BMJ Open Diabetes Research & Care | May 21, 2026 | Volume: 14 | Issue: 3 | Pages: e005775

10.1136/bmjdrc-2025-005775 Get It

Introduction To assess the within-class variation in kidney outcomes following initiation of sulfonylurea therapy. Research design and methods We used claims data of enrollees in commercial, Medicare Advantage, and traditional Medicare health plans between 2014 and 2021 to emulate a target trial including adults ≥21 years with type 2 diabetes at moderate cardiovascular risk to compare initiation of glimepiride, glipizide, or glyburide on the incidence of chronic kidney disease (CKD) stage 3 or worse, including initiation of kidney replacement therapy (primary outcome); secondary outcomes examined incident CKD stages 3-4, kidney failure (including kidney replacement therapy), all-cause mortality, and hypoglycemia requiring emergency department or hospital care. Random treatment assignment was emulated using propensity scores, estimated using the super learner ensemble method, and incorporated as inverse probability of treatment weights into proportional hazards models. Results The weighted study cohort included 295 092 individuals starting glimepiride (n=134 926), glipizide (n=145 984), and glyburide (n=14 182). One year after treatment initiation, stage 3 or worse CKD developed in 2.1% of patients in the glimepiride group, 2.2% in the glipizide group, and 1.8% in the glyburide group. Glyburide was associated with a lower risk of kidney complications compared with both glimepiride (HR 0.84, 95% CI 0.76 to 0.92) and glipizide (HR 0.81, 95% CI 0.73 to 0.89), despite a higher risk of severe hypoglycemia (HR 1.47, 95% CI 1.27 to 1.71 vs glipizide and HR 1.22, 95% CI 1.05 to 1.42 vs glimepiride). In contrast, the risk of kidney complications was modestly increased with glipizide compared with glimepiride use (HR 1.04, 95% CI 1.00 to 1.07). Conclusions Glyburide was associated with a modestly lower risk of kidney complications, despite a higher risk of hypoglycemia, while glipizide was associated with a higher risk of kidney complications. These hypothesis-generating findings suggest important within-class differences that warrant consideration in clinical decision-making and future research. Despite rigorous prespecified causal inference analytic methods, the risk of unmeasured confounding and bias by indication with the use of observational data remains. Trial registration number NCT05214573 .
Comparative Effectiveness of Individual Sodium Glucose Transporter 2 Inhibitors on Cardiovascular Outcomes in Type 2 Diabetes With Moderate Cardiovascular Risk: Emulation of a Target Trial
Zehra, Anum , Deng, Yihong , Swarna, Kavya Sindhu, Herrin, Jeph, Polley, Eric C. , Neumiller, Joshua J. , Galindo, R, Umpierrez, Guillermo E. , Ross, Joseph S. , Brito, Juan P., Maron, Bradley A. , Mickelson, Mindy M. , McCoy, Rozalina G., Herrin, Jeph , Galindo, Rodolfo J. , Herrin, Jeph , Galindo, Rodolfo J , Montori, Victor M , Maron, Bradley A , Mickelson, Mindy M , McCoy, Rozalina Grubina , Umpierrez, Guillermo E. , Polley, Eric C , Ross, Joseph S , Deng, Yihong , Neumiller, Joshua J. , Zehra, Anum , Swarna, Kavya, Brito, Juan P. , Montori, Víctor M. , Borah, Bijan J. , McCoy, Rozalina G.

Journal of the American Heart Association | May 14, 2026 | Volume: 15 | Issue: 10 | Pages: No page available

10.1161/jaha.125.046238 Get It

Background SGLT2 (sodium‐glucose cotransporter 2) inhibitors reduce major adverse cardiovascular events (MACE) in type 2 diabetes. However, no direct comparison of individual SGLT2 inhibitor drugs has been conducted, particularly among adults with moderate cardiovascular risk who comprise most people with type 2 diabetes. Methods We used data for commercial, Medicare Advantage, and Medicare fee‐for‐service beneficiaries to emulate a target trial of adults (≥21 years) with type 2 diabetes and moderate cardiovascular risk who started canagliflozin, dapagliflozin, or empagliflozin between 2015 and 2020. We estimated propensity scores using the super learner ensemble method and incorporated them as inverse probability of treatment weights into Cox models, estimating risk of MACE, expanded MACE, and hyperglycemic and hypoglycemic crises through December 31, 2022. Results The weighted cohort, balanced on all baseline covariates, included 137 232 patients (mean age 65.7 years [SD, 8.1], 75.3% non‐Hispanic White, 57.0% male, 81.9% on metformin, 11.4% on glucagon‐like peptide‐1 receptor agonists) starting canagliflozin (N=42 877), dapagliflozin (N=17 871), or empagliflozin (N=7648). The risk of MACE was lower among patients starting empagliflozin versus canagliflozin (hazard ratio [HR], 0.92 [95% CI, 0.87–0.97]), driven by reduced risk of all‐cause mortality (HR, 0.86 [95% CI, 0.80–0.94]). There was no difference in MACE between empagliflozin versus dapagliflozin or dapagliflozin versus canagliflozin therapy. There was no difference in remaining outcomes between the three drugs. Conclusions The 3 most used SGLT2 inhibitor medications demonstrate similar effectiveness on cardiovascular outcomes among patients with type 2 diabetes at moderate cardiovascular risk, with differences between these drugs small in magnitude. Clinicians and health systems should prioritize enhancing access to these cardioprotective therapies.