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Zahidy, Misk Al

Mayo Clinic

Mayo Clinic

Citations 7

Artificial intelligence-enabled analysis of radiology reports: epidemiology and outcomes of incidental thyroid findings
Larios, Felipe , Borras-Osorio, Mariana, Wu, Yuqi, Claros, Ana Gabriela, Toro-Tobon, David, Cabezas, Esteban , Loor-Torres, Ricardo, Chavez, Maria Mateo , Maldonado, Kerly Guevara, Andrango, Luis Vilatuna, Jiménez, María Camila , Alzamora, Ivan Mateo , Zahidy, Misk Al, Montero, Marcelo, Proano, Ana Cristina , Jacome, Cristian Soto , Ponce-Ponte, Oscar J, Larios, Felipe , Mateo Chavez, Maria, Guevara Maldonado, Kerly, Vilatuna Andrango, Luis, Lizarazo Jimenez, Maria, Al Zahidy, Misk, Fan, Jungwei W, Branda, Megan E. , Singh Ospina, Naykky , Brito, Juan P , Mateo Chavez, Maria B , Borras-Osorio, Mariana , Claros, Ana Gabriela , Toro-Tobón, David , Loor-Torres, Ricardo , Guevara, Kerly , Fan, Jungwei , Ponte, Oscar Ponce, Ospina, Naykky Singh , Brito, Juan P.

The Journal of Clinical Endocrinology & Metabolism | April 23, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1210/clinem/dgag186 Get It

Abstract Context Incidental thyroid findings (ITFs) are increasingly detected on imaging performed for non-thyroid indications. Their prevalence, features, and consequences remain undefined. Objective To develop, validate, and deploy a natural language processing (NLP) pipeline to identify ITFs in radiology reports and assess their prevalence, features, and clinical outcomes. Design Retrospective cohort study. Setting Mayo Clinic sites (Rochester, Arizona, Florida, Mayo Clinic Health System). Participants Adults without prior thyroid disease undergoing thyroid-capturing imaging from July 1, 2017, to September 30, 2023. A transformer-based NLP pipeline identified ITFs and extracted nodule characteristics from image reports from multiple modalities and body regions. Outcomes ITF prevalence, downstream thyroid ultrasound, biopsy, thyroidectomy, and cancer diagnosis. Logistic regression identified demographic and imaging-related factors. Results Among 115 683 patients (mean age, 56.8 [SD 17.2]; 52.9% women), 9077 (7.8%) had an ITF (92.9% nodular). ITFs were more likely in women, older adults, higher BMI, and in imaging ordered by specialties different from Emergency Medicine. Compared with chest CT, ITFs were more likely via neck CT, PET, and nuclear medicine scans. Nodule characteristics were poorly documented, with size reported in 44% and other features in fewer than 15%. Compared with patients without ITFs, those with ITFs had higher odds of thyroid nodule diagnosis (OR 45, 95%CI 41.1-49.3), biopsy (OR 46.8, 95%CI 39.0-56.2) thyroidectomy (OR 55.8, 95%CI 31.3-99.3), and thyroid cancer diagnosis (OR 61.7, 95%CI 38.6-98.5). Most cancers were papillary (88.5%) and larger when detected after ITFs (2 cm SD 1.4) vs no ITF (1.3 cm SD 0.8). Conclusion ITFs were common and strongly associated with cascades leading to the detection of small, low-risk cancers, highlighting their role in overdiagnosis and the need for standardized reporting and more selective follow-up.
Drug Repurposing for Reducing the Size of Benign Thyroid Nodules: A Systematic Review
Jacome, Cristian Soto , Arce-Camposano, Andrea, Toro-Tobón, David , Zahidy, Misk Al, Rivadeneira, Francisco, Fierro, Francisco E, Montero, Marcelo, Ospina, Naykky Singh , Soto Jacome, Cristian , Al Zahidy, Misk, Ponce, Oscar, Singh Ospina, Naykky , Brito, Juan P , Toro-Tobon, David , Rivadeneira, Francisco, Fierro, Francisco Emilio , Montero, Marcelo, Ponce, Oscar J. , Brito, Juan P.

The Journal of Clinical Endocrinology & Metabolism | November 11, 2025 | Volume: 111 | Issue: 2 | Pages: e327-e338

10.1210/clinem/dgaf616 Get It

Abstract Context Benign thyroid nodules (BTNs) are highly prevalent, and current treatment options are primarily invasive. There is a need for effective, noninvasive alternatives. Objective To systematically evaluate the efficacy of repurposed pharmacologic agents in reducing the size of BTNs. Data Sources MEDLINE, EMBASE, Cochrane databases, and Scopus were searched from inception to December 18, 2024. Study Selection We included preclinical and clinical studies evaluating repurposed drugs for BTNs in adults. Of 1499 records screened, 20 studies met inclusion criteria: 6 randomized controlled trials (RCTs), 6 prospective cohorts, 3 retrospective observational studies, 3 case reports, 1 cross-sectional study, and 1 preclinical study. Data Extraction Data were extracted independently in duplicate using a standardized form. Data Synthesis Narrative synthesis was conducted due to heterogeneity. Metformin was the most frequently evaluated agent (7 studies), with 5 studies (including 2 RCTs) reporting statistically significant reductions in dominant nodule volume. One prospective study demonstrated a reduction in the maximum nodule diameter, which was not statistically significant, and 1 RCT showed no changes in nodule size after intervention. Statins (4 studies) and somatostatin analogues (4 studies) showed mixed results. Myo-inositol with selenium, herbal formulations, and immune checkpoint inhibitors showed promise in single studies or case reports. Conclusion Metformin shows the most consistent potential for noninvasive reduction of BTN size, particularly in patients with metabolic comorbidities. However, current evidence is limited and heterogeneous. Further large-scale studies are needed to confirm efficacy and guide clinical use.
Evaluating the Total Healthcare Cost of Inappropriately Ordered Thyroid Ultrasounds
Toro-Tobón, David , Thao, Viengneesee , Jacome, Cristian Soto , Larios, Felipe , Guevara, Kerly , Andrango, Luis Vilatuna, Proano, Ana Cristina , Loor-Torres, Ricardo , Zahidy, Misk Al, Cabezas, Esteban , Wu, Yucheng , Ospina, Naykky Singh , Larios, Felipe , Soto Jacome, Cristian, Vilatuna Andrango, Luis, Fan, Jungwei W, Al Zahidy, Misk, Branda, Megan E. , Singh Ospina, Naykky , Brito, Juan P , Toro-Tobon, David , Borah, Bijan J. , Fan, Jungwei , Wu, Yuqi, Brito, Juan P.

Journal of the Endocrine Society | August 30, 2025 | Volume: 9 | Issue: 10 | Pages: No page available

10.1210/jendso/bvaf143 Get It

Abstract Purpose Overuse of thyroid ultrasound (TUS) has contributed to rising thyroid cancer diagnoses and is projected to increase US healthcare costs from $1.5 billion to $3.5 billion by 2030. This study evaluated the healthcare cost of inappropriately ordered TUS in a national multicenter academic system. Methods This is a secondary cost analysis of a retrospective cohort study across 4 Mayo Clinic sites (Rochester, MN; Jacksonville, FL; Scottsdale, AZ; and the Midwest Mayo Clinic Health System). Adult patients (≥18 years) undergoing their first TUS between January 1, 2017, and December 31, 2021, with at least 1 year of follow-up were included. TUS indications were classified as appropriate or inappropriate using a guideline-based natural language processing algorithm. The primary outcome was a comparison of adjusted 1-year all-cause healthcare costs. A secondary analysis calculated the direct procedural costs of the inappropriate TUS cascade. Results Among 6984 patients (mean age 56 [SD 16.4]; 76.2% female; 90.9% White), 546 (7.8%) underwent TUS for inappropriate indications. These patients were younger (mean age 53.0 vs 56.3 years, P < .0001) but otherwise demographically similar. Adjusted total healthcare costs over 90 days and 1 year were comparable: $4842 vs $5794 and $13 748 vs $14 257 for inappropriate vs appropriate TUS, respectively. The inappropriate TUS cascade, including an estimated 56 subsequent biopsies and 22 thyroidectomies, resulted in a minimum of $576 134 in direct procedural costs. Conclusion While adjusted total costs were similar, inappropriate TUS represents potentially avoidable spending and remains a viable target for cost-reduction strategies. Reducing low-value imaging remains a critical target for cost-saving interventions.
Validation of a Novel Patient-Reported Measure of The Burden of Digital Care in Diabetes
Zahidy, Misk Al, Maldonado, Kerly Guevara, Simha, Sue, Herzog, Alexandra, Hougen, Jada, Borras-Osorio, Mariana, Tran, Viet‐Thi , Guevara, Kerly , Branda, Megan E. , Ridgeway, Jennifer L. , Herzog, Alexandra, Hougen, Jada, Tran, Viet-Thi , Montori, Víctor M.

No container title available | August 20, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-7265768/v1 Get It

Abstract Background Patients living with diabetes and chronic conditions may face significant burden managing their health. Many of these patients use digital medicine tools such as continuous glucose monitoring systems. Although measures exist to assess treatment burden from tasks such as managing medications and attending healthcare visits, there is no patient-reported measure that captures the burden of digital care. Therefore, the purpose of this study is to validate the Treatment Burden Questionnaire Plus Digital (TBQ + D), a patient-reported measure of treatment burden that includes using digital tools for adults with diabetes. Methods Adult patients with type 1 or type 2 diabetes mellitus completed the 25-item TBQ + D (scored 0 [none] to 10 [maximum] per item; total score range 0–250). We evaluated ease of administration, internal consistency, and tested hypotheses about the relationship between TBQ + D scores and treatment complexity, digital tool use intensity, social risk factors, and digital comfort to assess TBQ + D’s validity. Results Of 324 patients approached, 300 (93%) consented and completed the TBQ + D (mean age 57 [SD 17]; 50% female; 50% with type 2). The mean TBQ + D score was 53.7 (SD 41.6). Internal consistency was excellent (Cronbach’s α = 0.94). As hypothesized, higher TBQ + D scores were reported by patients with type 1 vs. type 2 diabetes mellitus (61.7 vs. 45.7; p = .0008), maximal/moderate vs. minimal to no digital tool use (56.5/60.7 vs. 41.3; p = .001), those on intensive insulin therapy vs. other treatments (61.4 vs. 38.0; p < .0001), and those with greater social vulnerability (p < .0106). TBQ + D scores were not significantly higher in patients with HbA1c ≥ 8% (p = .055) or less comfortable with digital technology (p = .08). Conclusions TBQ + D is a novel and valid measure of treatment burden in patients living with diabetes, inclusive of digital burden, that can play a role in fostering minimally disruptive care for patients with diabetes.
Factors and Outcomes of Inappropriate Thyroid Ultrasonography
Larios, Felipe , Jacome, Cristian Soto , Ponce-Ponte, Oscar J., Maldonado, Kerly Guevara, Andrango, Luis Vilatuna, Proano, Ana Cristina , Loor-Torres, Ricardo , Zahidy, Misk Al, Claros, Ana Gabriela, Mulanovich, Katerina, Cabezas, Esteban , Wu, Yuqi , Bischoff, Lindsay , Ospina, Naykky Singh , Ospina, Naykky Singh , Larios, Felipe , Guevara, Kerly , Fan, Jungwei W, Al Zahidy, Misk, Branda, Megan E. , Singh Ospina, Naykky , Claros, Ana Gabriela , Toro-Tobón, David , Fan, Jungwei , Brito, Juan P.

JAMA Otolaryngology–Head & Neck Surgery | August 7, 2025 | Volume: 151 | Issue: 9 | Pages: 843

10.1001/jamaoto.2025.2049 Get It

ImportanceThyroid cancer incidence has tripled in the past 3 decades, largely driven by increased detection of small, indolent papillary thyroid cancers. Overuse of thyroid ultrasonography (TUS) contributes to overdiagnosis, leading to unnecessary biopsies, procedures, and potential patient harm.ObjectiveTo evaluate the frequency of and factors associated with inappropriate TUS (iTUS) orders and assess related clinical outcomes.Design, Setting, and ParticipantsThis retrospective cohort study analyzed adult patients 18 years and older who underwent their first TUS from January 1, 2017, to December 30, 2021, at 4 Mayo Clinic sites. Patients with previous thyroid nodule, thyroid cancer, thyroid surgery, or TUS were excluded. Based on documented clinical indications, a validated natural language processing model classified TUS orders as appropriate or inappropriate. Data were analyzed from April 2024 to May 2025.ExposuresBaseline characteristics of patients, clinicians, and clinical encounters investigated for their association with an iTUS order.Main Outcomes and MeasuresThe primary outcome was the proportion of iTUS orders. Secondary outcomes included factors associated with iTUS (sociodemographic, clinical, order-specific, and clinician-related factors) and clinical outcomes following iTUS, including the detection of thyroid nodules, thyroid procedures, and thyroid cancer diagnoses.ResultsOf 11 442 included patients, 8422 (73.6%) were female, and the mean (SD) age was 57.3 (15.8) years with a mean (SD) body mass index (calculated as weight in kilograms divided by height in meters squared) of 29.7 (7.0). Among 11 442 TUS orders, 866 (7.6%) were classified as inappropriate. In multivariable analysis, younger age (age of 18 to 54 years vs older than 65 years; odds ratio [OR], 1.86; 95% CI, 1.56-2.22), hyperthyroidism (OR, 9.04; 95% CI, 6.75-12.11), ordering by nonendocrinology specialties (eg, oncology/hematology; OR, 3.43; 95% CI, 2.47-4.76), and orders not linked to an in-person appointment (eg, portal messages; OR, 2.42; 95% CI, 2.08-2.82) were strongly associated with increased odds of iTUS. Compared with appropriate TUS, iTUS led to lower rates of thyroid nodule detection (202 of 866 [23.3%] vs 6885 of 10 576 [65.1%]; OR, 0.16; 95% CI, 0.14-0.19), biopsies (89 [10.3%] vs 2647 [25.0%]; OR, 0.34; 95% CI, 0.27-0.43), partial thyroidectomies (14 [1.6%] vs 424 [4.0%]; OR, 0.39; 95% CI, 0.23-0.67), and confirmed thyroid cancer cases (16 [1.8%] vs 425 [4.0%]; OR, 0.45; 95% CI, 0.27-0.74).Conclusions and RelevanceIn this cohort study, approximately 1 in 13 TUS orders were inappropriate. iTUS was more common in younger patients, those with thyroid dysfunction, those not seen in person, and in those referred by nonendocrinology specialties. These findings highlight the need for targeted strategies to optimize TUS use and mitigate overdiagnosis and overtreatment.
Achieving RoutIne Screening for Emotional health (ARISE) in pediatric subspecialty clinics
Zahidy, Misk Al, Mulholland, Hannah , Particelli, Britt, Olson, J., Campagna, Allegra, Chavez, Maria , McCarthy, Sarah , McCarthy, Sarah R. , Al Zahidy, Misk, Gionfriddo, Michael R. , Olson, Janelle, Mateo Chavez, Maria B, McCarthy, Sarah R , Montori, Víctor M. , Campagna, Allegra

Journal of Pediatric Psychology | October 23, 2024 | Volume: 50 | Issue: 1 | Pages: 141-149

10.1093/jpepsy/jsae081 Get It

Abstract Objective This study aims to describe the experience of implementing a psychosocial distress screening system for children with serious or chronic medical conditions. Methods Achieving RoutIne Screening for Emotional health (ARISE) was developed to systematically evaluate psychosocial distress in children with serious medical or chronic medical illnesses, by integrating patient-reported outcome measures (PROM) into care delivery. ARISE was developed using a user-centered approach with extensive input from patients, families, and healthcare professionals to overcome barriers to routine PROM collection and integration into care as usual. It comprises a system to capture PROMs and then relay results to clinicians for changing care. We sought to implement ARISE at four subspecialty pediatric clinics caring for patients with cystic fibrosis, sickle cell disease, hemophilia, and neurological malignancy. Results Problems with acceptability, appropriateness, and feasibility represented barriers to implementation which were overcome by modifying the intervention using stakeholder input during the planning phase, leading to broad program acceptance. ARISE was implemented in three of the four clinics, in which 79.8% of eligible children and their family completed PROMs. Conclusion The ARISE program demonstrated the feasibility and effectiveness of integrating psychosocial screenings into subspecialty pediatric clinics, thereby enhancing the identification and management of psychosocial issues in children with serious and chronic medical illnesses.
An Individualized Recovery Task Checklist Which Served as an Educational Instrument in a Critically Ill and Intubated COVID-19 Patient
Stantz, Ashley , Emilio, Joel, Ahmad, Sumera , Garrison, Gregory M. , Boswell, Christopher L. , Zahidy, Misk Al, Garrison, Gregory M , Boswell, Christopher , Gajic, Ognjen

Journal of Primary Care & Community Health | August 3, 2022 | Volume: 13 | Issue: No issue available | Pages: No page available

10.1177/21501319221116249 Get It

This case involves a patient with severe COVID-19 pneumonia and massive pulmonary embolism requiring mechanical ventilation. His clinical course was complicated by delirium likely triggered by his critical illness and failed initial extubation, isolation from family, and escalating fear and desperation. In hopeful preparation for subsequent successful extubation, a unique approach was taken to decrease the risk of panic, delirium, and decompensation leading to reintubation. As a means of orienting him to his treatment pathway and to provide encouragement for continued recovery, an impromptu patient-directed checklist was constructed. The recovery checklist, written in simplified language, outlined the stages of severe illness that the patient had overcome after his emergent intubation. The list also outlined the tasks he needed to complete prior to hospital discharge. Unexpectedly, the checklist received a great deal of engagement from both the patient and medical team and played an important role in this patient’s successful recovery and rehabilitation.