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34 citation(s) found for "Toro-Tobon, David".

What Happens after an Incidental Thyroid Nodule? Patterns of Thyroid Ultrasound Use and Downstream Evaluation
Larios, Felipe , Vilatuna Andrango, Luis, Borras-Osorio, Mariana , Branda, Megan , Toro-Tobon, David , Cabezas, Esteban , Mateo Chavez, Maria, Claros, Ana Gabriela , Lizarazo Jimenez, Maria, Alzamora, Ivan Mateo , Gomez-Alvarez, Esteban , Al Zahidy, Misk , Fan, Jungwei W, Ponce, Oscar Josue

Mayo Clinic

Thyroid® | September 30, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1177/10507256261493769 | PMID 42813606 Get It

Background: Incidental thyroid nodules (ITNs) detected on nonthyroid imaging contribute to thyroid cancer overdiagnosis, largely through downstream evaluation initiated by thyroid ultrasound (TUS). However, TUS follow-up rates for ITNs and their drivers in routine practice remain unclear. We quantified TUS utilization after ITN detection and identified patient, imaging, nodule, and reporting factors associated with this first step in the diagnostic cascade. Methods: We conducted a retrospective cohort study of adults without prior thyroid disease who underwent imaging that incidentally captured the thyroid at Mayo Clinic sites (2017–2023). A validated natural language processing pipeline identified ITNs and extracted nodule characteristics from radiology reports across multiple imaging modalities. The main outcome was the rate of TUS within 180 days after ITN detection. Clinical outcomes, including thyroid biopsy, thyroidectomy, and thyroid cancer diagnosis, were compared between patients who underwent TUS and those who did not. Factors associated with TUS utilization were assessed using multivariable logistic regression with penalized variable selection. Results: Among 115,683 patients who underwent thyroid-capturing imaging, 8426 (7.3%) had an ITN. These patients were predominantly female (64.6%) and White (89.7%), with a mean age of 61.7 years (standard deviation 15.2). Most nodules were detected on computed tomography (80.8%), most commonly from chest imaging (52.3%). Overall, 1677 patients with ITNs (19.9%) underwent TUS. In multivariable analysis, TUS use was independently associated with higher body mass index (odds ratio [OR], 1.20 per 10-unit increase; confidence interval [CI] [1.08–1.33]), nodule size ≥1.5 cm (OR, 1.79; CI [1.52–2.10]), and a radiologist recommendation (OR, 2.51; CI [2.12–2.98]), whereas older age was associated with lower odds of TUS (OR, 0.89 per 10-year increase; CI [0.84–0.93]). Patients undergoing TUS had higher rates of thyroid biopsy, partial thyroidectomy, and total thyroidectomy compared with those without it. All detected thyroid cancers (103 cases) occurred in the TUS group, representing 6.1% of that cohort. Conclusions: One in five patients with ITNs underwent TUS, representing a critical gateway to downstream diagnostic procedures and thyroid cancer detection. Factors associated with TUS utilization highlight opportunities to better define appropriateness of ultrasound after incidental nodule detection and to reduce unnecessary testing and treatment.
The Artificial Intelligence “Goalkeeper”: Preventing Unnecessary Biopsies in the Era of Thyroid Cancer Overdiagnosis
Toro-Tobon, David, Toro-Tobón, David

Mayo Clinic

Clinical Thyroidology® | August 19, 2026 | Volume: 38 | Issue: 1 | Pages: 32-35

10.1177/23299711261420467 Get It

From Pixels to Payer Savings: Balancing Accuracy and Health Care Costs with AI-Adapted Ultrasonography for Thyroid Nodules
Toro-Tobon, David, Toro-Tobón, David

Mayo Clinic

Clinical Thyroidology® | July 13, 2026 | Volume: 38 | Issue: 7 | Pages: 259-263

10.1177/23299711261466446 Get It

Deprescribing Levothyroxine in Older Adults: Time to Challenge the “Lifelong” Dogma?
Toro-Tobon, David, Toro-Tobón, David

Mayo Clinic

Clinical Thyroidology® | May 20, 2026 | Volume: 38 | Issue: 5 | Pages: 155-159

10.1177/23299711261448638 Get It

Clinician in the loop: a flawed solution for AI oversight
Toro-Tobon, David, Ponte, Oscar Ponce, Montori, Victor M, Brito, Juan P, Toro-Tobón, David , Montori, Victor , Brito, Juan P.

Mayo Clinic

BMJ | May 5, 2026 | Volume: 393 | Issue: No issue available | Pages: e089213

10.1136/bmj-2025-089213 | PMID 42086290 Get It

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.

Mayo Clinic

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 | PMID 42037237 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.
Beyond the Final Dose: The Chronic Glycemic Impact of Teprotumumab
Toro-Tobón, David

Mayo Clinic

Clinical Thyroidology® | April 22, 2026 | Volume: 38 | Issue: 3 | Pages: 99-102

10.1177/23299711261436502 Get It

The prediction paradox: Artificial intelligence, genetics, and occult metastasis in thyroid cancer
Toro-Tobon, David , Toro-Tobón, David

Mayo Clinic

The Journal of Clinical Endocrinology & Metabolism | February 13, 2026 | Volume: 111 | Issue: 9 | Pages: e2218-e2219

10.1210/clinem/dgag065 | PMID 41693145 Get It

Pre-Radioiodine Thyrotropin Thresholds During Withdrawal Preparation in Differentiated Thyroid Cancer after Total Thyroidectomy: A Systematic Review and Meta-Analysis
Rojas, Tatiana , Solís-Pazmiño, Paola , Figueroa, Luis , Ledesma, Tannya, Solis-Pazmino, Paola , Pazmino-Chavez, Camila, Naranjo, Eddy P. Lincango, Tite-Haro, María Belén , Alvarado-Mafla, Benjamin , Barrera-Flores, Francisco J., Nasseri, Yosef, Cohen, Jason, Toro-Tobon, David, Ponce, Oscar J., Figueroa, Luis A , Ledesma, Tannya M , Pilatuna, Eduardo A , Pazmino-Chavez, Camila N , Lincango Naranjo, Eddy P , Naranjo, Eddy P Lincango, Nasseri, Yosef , Toro-Tobón, David , Ponte, Oscar Ponce, Brito, Juan P.

Mayo Clinic

Thyroid® | February 12, 2026 | Volume: 36 | Issue: 3 | Pages: 229-241

10.1177/10507256261423206 | PMID 41674098 Get It

Background: Preparation for radioiodine (RAI) therapy in differentiated thyroid cancer (DTC) often requires thyroid hormone withdrawal (THW) to achieve thyrotropin (TSH) stimulation. Current guidelines recommend TSH ≥30 mIU/L, a target that prolongs hypothyroidism and worsens quality of life, yet rests on limited evidence. Objective: To evaluate the association between pre-RAI TSH levels and oncologic outcomes in adults with DTC prepared by THW. Methods: We conducted a systematic review and meta-analysis of studies comparing outcomes across pre-RAI TSH thresholds (<30 vs. ≥30, <60 vs. ≥60, and <90 vs. ≥90 mIU/L) in adults with DTC prepared by THW. Primary outcomes included disease-specific mortality, recurrence, and response to therapy. Searches in MEDLINE, Embase, Cochrane, and Scopus (inception to March 2025) identified eligible studies. Risk of bias was assessed using the CLARITY tool and certainty of evidence using GRADE. Pooled relative risks (RRs) were calculated using random-effects models. This systematic review was registered in PROSPERO (CRD42020158354). Results: This meta-analysis included eight retrospective cohort studies comprising a total of 4651 DTC patients, predominantly women (68.5%) with a mean age of 46 years. All patients underwent THW before RAI. Across all TSH thresholds examined (<30, <60, and <90 mIU/L), higher pre-RAI TSH levels were not associated with better treatment response, lower recurrence, or reduced mortality. Specifically, patients with higher pre-RAI TSH levels (≥30 mIU/L) did not have better oncologic outcomes compared with those with lower levels (<30 mIU/L). At 2- and 3-year follow-up, no significant differences were observed in excellent (pooled RR = 0.87; confidence interval [CI] 0.68–1.11) or indeterminate (RR = 1.28; CI 0.72–2.27) response rates. Similarly, recurrence rates did not differ (RR = 1.45; CI 0.83–2.55), and no study demonstrated a difference in disease-specific mortality across follow-up periods extending up to 10 years. The certainty of evidence for all outcomes was rated very low due to risk of bias, heterogeneity, and imprecision. Conclusions: The current evidence base is insufficient to support or refute the routine use of a specific TSH threshold before RAI administration. These findings question the recommendation to achieve TSH ≥30 mIU/L before RAI and highlight the need for trials to define the minimal effective level of TSH stimulation.
Beyond the Eyes: Is Teprotumumab Effective for Thyroid Dermopathy?
Hamadi, Dana , Saad-Omer, Suhail, Toro-Tobon, David, Toro-Tobón, David , Stan, Marius N.

Mayo Clinic

Thyroid® | January 14, 2026 | Volume: 36 | Issue: 2 | Pages: 213-218

10.1177/10507256251414948 | PMID 41791882 Get It

Background: Pretibial dermopathy (PTD) is a rare, disfiguring manifestation of Graves’ disease. The shared pathophysiology with thyroid eye disease (TED), centered on fibroblast activation via a thyroid-stimulating hormone receptor and insulin-like growth factor-1 receptor (IGF-1R) complex, provides a strong rationale for using the IGF-1R inhibitor, teprotumumab. Methods: We present a case series of five patients with severe PTD and concomitant TED who were treated with teprotumumab. A review of reported cases in the literature was also conducted. Results: All patients experienced significant clinical improvement, including regression of skin thickening as well as enhanced functional capacity. Side effects included mild hearing loss, muscle cramps, and fatigue. One patient experienced a severe gastrointestinal event requiring treatment discontinuation, while those experiencing a recurrence of PTD, responded to a second course of therapy. Conclusions: Teprotumumab showed promising efficacy in the treatment of PTD. Further studies are needed to confirm its durability and safety.