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569 citation(s) found for "Guo, Yi".

Erythema Nodosum Leprosum in a Patient with Borderline Lepromatous Leprosy: A Case Report
Chiriboga, Guido , Guo, Qianyu , Zuberi, Eric , Powers, H. R. , Prada, Libardo Rueda , Powers, Harry R , Rueda Prada, Libardo , Yang, Vivienne , Zuberi, Eric C.

Infectious Disease Reports | July 11, 2025 | Volume: 17 | Issue: 4 | Pages: 83

10.3390/idr17040083 | PMID 40700329 Get It

Background: Leprosy, caused by Mycobacterium leprae, presents on a spectrum ranging from tuberculoid to lepromatous disease. Borderline lepromatous leprosy represents an unstable immunological state that predisposes patients to immune-mediated reactions, including erythema nodosum leprosum (ENL), a severe inflammatory complication. Case Presentation: We report a case of a 62-year-old female with borderline lepromatous leprosy who presented with recurrent facial cellulitis and later developed disseminated ENL. She was initially diagnosed following a series of facial infections and confirmatory skin biopsy. Months later, she developed systemic inflammatory lesions consistent with ENL, requiring hospitalization. She was treated with high-dose corticosteroids for ENL and methotrexate to treat type 1 reaction and continued multidrug therapy (MDT) with minocycline, rifampin, and clarithromycin for leprosy, which led to significant clinical improvement. Conclusion: This case highlights the diagnostic challenges of leprosy in the United States and the importance of recognizing ENL as a severe immunologic complication requiring prompt intervention. A multidisciplinary approach is essential for optimal patient outcomes.
NCCN Guidelines® Insights: Thyroid Carcinoma, Version 1.2025
Haddad, Robert I. , Bischoff, Lindsay , Applewhite, Megan K. , Bernet, Victor , Blomain, Erik , Brito, Maria , Busaidy, Naifa L. , Campbell, Michael J. , DeLozier, Olivia M. , Duh, Quan‐Yang , Ehya, Hormoz, Grady, Erin C., Hunt, Jason P. , Kandeel, Fouad , Lamonica, Dominick , Lorch, Jochen H. , Mandel, Susan J., Mydlarz, Wojciech K. , Raeburn, Christopher D., Rezaee, Rod , Ritter, Hadley E., Roth, Mara Y. , Salgado, Sarimar Agosto , Scheri, Randall P., Sipos, Jennifer A. , Wirth, Lori J. , Darlow, Susan, Cassara, Carly J., Sliker, Bailee , Haddad, Robert , Guo, Theresa , Haymart, Megan R. , Kotwal, Anupam , Markovina, Stephanie T. , Nabell, Lisle M. , Ridge, John Andrew , Shah, Jatin P. , Sippel, Rebecca S. , Sturgeon, Cord , Wong, Richard J. , Worden, Francis P. , Yeh, Michael W.

Journal of the National Comprehensive Cancer Network | July 10, 2025 | Volume: 23 | Issue: 7 | Pages: No page available

10.6004/jnccn.2025.0033 | PMID 40639400 Get It

The NCCN Guidelines for Thyroid Carcinoma address the management of different types of thyroid carcinoma, including papillary, follicular, oncocytic, medullary, and anaplastic carcinoma. The NCCN Thyroid Carcinoma Panel meets at least annually to review comments from reviewers within their institutions, examine relevant new data from publications and abstracts, and reevaluate and update their recommendations. These NCCN Guidelines Insights focus on the panel’s most recent recommendations regarding systemic therapies for thyroid carcinoma as well as the supporting clinical data.
Ultrafast Measurement of Circulating Ceramides in Human Cohorts
Tham, Wai Kin , Teo, Guo Shou, Vasile, Vlad C. , Meeusen, Jeffrey W. , Torta, Federico , Chang, Jing Kai , Teo, Guoshou , Ekroos, Kim , Futerman, Anthony H. , Kuan, Win Sen , Choi, Hyungwon , Wenk, Markus Rene

Analytical Chemistry | June 25, 2025 | Volume: 97 | Issue: 26 | Pages: 13789-13798

10.1021/acs.analchem.5c00058 | PMID 40561519 Get It

Recent-onset atrial fibrillation: challenges and opportunities
Svennberg, Emma , Andrade, Jason G. , Anselmino, Matteo , Biton, Yitschak , Brandes, Axel , Buckley, Claire , Espuny, Josep Lluis Clua , Doehner, Wolfram , Domínguez, Helena , Fauchier, Laurent , Glotzer, Taya V. , Hendriks, Jeroen , Hills, Mellanie True , Hindricks, Gerhard , Joung, Boyoung , Levin, Lars‐Åke , Liu, Shaowen , Lobban, Trudie , Macfarlane, Peter W. , Mairesse, Georges H. , Marcus, Gregory M. , Orchard, J. , Reiffel, James A. , Siontis, Konstantinos C. , Stavrakis, Stavros , Svendsen, Jesper Hastrup , Teh, A. , Tieleman, Robert G , Camm, A. John , Freedman, Ben , Andrade, Jason G , Anselmino, Matteo , Biton, Yitschak , Boriani, Giuseppe , Brandes, Axel , Buckley, Claire , Cameron, Alan C , Lluis Clua Espuny, Josep , Crijns, Harry J G M , Diederichsen, Søren Z , Doehner, Wolfram , Dominguez, Helena , Duncker, David , Fauchier, Laurent , Glotzer, Taya , Guo, Yutao , Haeusler, Karl G , Haim, Moti , Healey, Jeffrey S , Hendriks, Jeroen M , True Hills, Mellanie , Hindricks, Gerhard , Hobbs, F D Richard , Johnson, Linda S B , Joung, Boyoung , Kamel, Hooman , Kirchhof, Paulus , Lane, Deirdre A , Levin, Lars-Åke , Lip, Gregory Y H , Liu, Shaowen , Lobban, Trudie , Macfarlane, Peter W , Mairesse, Georges , Marcus, Gregory M , Noseworthy, Peter A , Ntaios, George , Orchard, Jessica J , Passman, Rod , Reidpath, Daniel D , Reiffel, James A , Ribeiro, Antonio Luiz , Rivard, Lena , Sanders, Prashanthan , Sandhu, Roopinder K , Schnabel, Renate B , Siontis, Konstantinos C , Sposato, Luciano A , Stavrakis, Stavros , Steinhubl, Steven , Svendsen, Jesper Hastrup , Teh, Andrew W , Themistoclakis, Sakis , Tieleman, Robert G , Camm, Alan John , Freedman, Ben , Boriani, Giuseppe , Cameron, Alan C. , Crijns, Harry J.G.M. , Diederichsen, Søren Zöga , Duncker, David , Haim, Moti , Healey, Jeff S. , Hobbs, Richard , Johnson, Linda S.B. , Kamel, Hooman , Kirchhof, Paulus , Lane, Deirdre A. , Noseworthy, Peter A. , Passman, Rod , Rivard, Léna , Sanders, Prashanthan , Schnabel, Renate B. , Sposato, Luciano A. , Tieleman, RG

European Heart Journal | June 23, 2025 | Volume: 47 | Issue: 2 | Pages: 170-187

10.1093/eurheartj/ehaf478 | PMID 40873195 Get It

Abstract Atrial fibrillation (AF) is increasingly diagnosed early, close to its first occurrence due to: (i) increased public awareness with self-screening; (ii) health care initiatives including population screening and opportunistic case finding; and (iii) increased use and surveillance of implantable cardiac devices. At its onset, AF is often low burden, and cardiovascular co-morbidities may be absent or at an early stage. Thus, the management of recent-onset AF has become an issue of growing importance. Professional guidelines have traditionally focused on anticoagulant thromboprophylaxis, generally recommending a cautious approach to rhythm control, and priority has been given to rate control to alleviate symptoms. In recent guidelines, the importance of managing lifestyle and co-morbidities has increased. The AF-SCREEN collaboration proposes that a vigorous approach to active management of recent-onset AF may be warranted. This includes addressing co-morbidities and promoting healthy lifestyles to prevent the emergence or progression of AF and associated cardiovascular disease, as well as the initiation of active rhythm control ± anticoagulation to prevent AF-related morbidity and mortality, including stroke and heart failure (HF). Intuitively, intervention early after AF onset would be beneficial since lifestyle and co-morbidity management, plus rhythm control and anticoagulation, are important contributors to improved outcomes in patients with established AF, but robust evidence is lacking for recent-onset AF. There is a delicate balance between achieving favourable outcomes such as preventing strokes, HF and AF progression vs the complications and potential adverse effects of interventions. Given the serious long-term consequences, innovative approaches are necessary to determine the value and risks of initiating active therapy very early in the course of AF. More data are needed to guide the best management of recent-onset AF, bearing AF burden in mind. Long-term studies using large national databases linked to electronic medical records and rhythm monitoring devices offer excellent opportunities. Shorter-term studies focusing on reducing AF burden to slow AF progression and studies focusing on outcomes such as HF could be used in both randomized clinical trials and observational cohort studies.
Meningitis as an Attack Phenotype of Myelin Oligodendrocyte Glycoprotein Antibody–Associated Disease
Aboseif, Albert , Kim, Nee Na , Bou, Gabriela , Nathoo, Nabeela , Guo, Yong , Pique, Julie , Kerbrat, Anne, Audoin, Bertrand, Demortière, Sarah , Bourre, Bertrand , Ciron, Jonathan , Chen, John J. , Tolédano, Michel B. , Quek, Amy May Lin, Marignier, Romain , Chen, John J , Ciron, Jonathan , Nathoo, Nabeela , Aboseif, Albert , Kerbrat, Anne , Audoin, Bertrand , Bourre, Bertrand , Cacciaguerra, Laura , Toledano, Michel, Gombolay, Grace , Hacohen, Yael , Flanagan, Eoin P.

JAMA Neurology | June 16, 2025 | Volume: 82 | Issue: 8 | Pages: 871

10.1001/jamaneurol.2025.1774 | PMID 40522676 Get It

This international multicenter study seeks to determine the frequency and characteristics of meningitis in myelin oligodendrocyte glycoprotein antibody (MOGAD)–associated disease and highlight its pathology.
EWSR1 Rearrangements in Basaloid Neoplasms With Adnexal Differentiation
Dehner, Carina , Agrawal, Shruti , Ameline, Baptiste , Gupta, Sounak , Halling, Kevin C. , Baumhoer, Daniel, Dehner, Carina A , Gupta, Sounak , Malik, Faizan Ahmad , Baumhoer, Daniel , Guo, Ruifeng

Genes, Chromosomes and Cancer | June 13, 2025 | Volume: 64 | Issue: 6 | Pages: No page available

10.1002/gcc.70057 | PMID 40511965 Get It

ABSTRACTVarious cutaneous adnexal neoplasms have been associated with gene fusions as the main driver of their histogenesis, most of which showed poroid or hidradenomatous differentiation or represented other tumors of sweat glands. Recently, we encountered two cases of primitive basaloid neoplasms of predominantly folliculogenic/pilosebaceous origin, both surprisingly harboring recurrent EWSR1 rearrangements. Both tumors presented in young patients of either sex (1 F; 17 years; 1 M; 37 years) and involved the dermis and subcutaneous tissue of the abdominal wall (case 1) and the buttock (case 2). Histologically, the tumors were composed of primitive, basaloid cells with areas of keratinization (case 1) or foci of sebaceous differentiation (case 2) and stained strongly with keratins, p40 (case 1) or p63 (case 2), while lacking significant CD99 expression in both cases. Case 1 harbored an EWSR1::FLI1 fusion while case 2 harbored an EWSR1::PBX3 fusion. Clinical follow‐up was available for case 2 and showed no evidence of disease at 15 months of follow‐up. Methylation profiling showed case 1 to cluster with cutaneous squamous cell carcinoma, while case 2 was independent but positioned close to salivary gland epithelial‐myoepithelial carcinoma. These findings expand on the histopathologic and molecular genetic features of basaloid tumors with apparent adnexal differentiation and raise awareness to carefully interpret and correlate molecular findings with morphology and immunophenotype to avoid misinterpretation as a mesenchymal neoplasm.
Sustained Response to PD ‐1 Inhibitor in an Adolescent With Recurrent Metastasis of Melanoma of Spitzoid Features
Tran, Tung S, Nguyen, Giang Huong , Guo, Ruifeng , Tran, Tung S. , Tran, Tung S , Nguyen, Giang H , Guo, Ruifeng

International Journal of Dermatology | June 7, 2025 | Volume: 64 | Issue: 12 | Pages: 2333-2334

10.1111/ijd.17898 | PMID 40481705 Get It

The Dublin International Society of Urological Pathology (ISUP) Consensus Conference on Best Practice Recommendations on the Pathology of Urachal Neoplasms
Reis, Henning , Cunha, Isabela W. , Amin, Mahul B. , Aron, Manju , Athanazio, Daniel Abensur , Bambury, Richard , Cheng, Liang , Gopalan, Anuradha , Gulmann, Christian, Harris, Carole A. , Jiménez, Rafael E. , Jinzaki, Masahiro , Lal, Priti , Miyai, Kosuke , Netto, George J. , Pan, Chin-Chen, Rhijn, Bas W. van, Smith, Steven C. , Wobker, Sara E. , Paner, Gladell P. , Lesions, the ISUP Expert Panel on Urachal Neoplasms and Urinary Bladder Glandular, Cheng, Liang , Cheng, Liang , Al-Ahmadie, Hikmat A , Gaisa, Nadine Therese , López-Beltrán, Antonio , Maclean, Fiona M. , Tsuzuki, Toyonori , Aning, Jonathan J. , Guo, Charles Chuanhai , Iyer, Gopa , Kikuchi, Eiji , Pan, Chin‐Chen , Panebianco, Valeria , Siefker-Radtke, Arlene Odelia , Szarvas, Tibor , Kristiansen, Glen , Lesions, the ISUP Expert Panel on Urachal Neoplasms and Urinary Bladder Glandular

American Journal of Surgical Pathology | June 5, 2025 | Volume: 49 | Issue: 11 | Pages: e18-e26

10.1097/pas.0000000000002416 | PMID 40471793 Get It

This manuscript summarizes the first part of the proceedings of the 2023 Dublin ISUP Consensus Conference encompassing the best practice recommendations on the pathology of neoplasms of urachal origin. The rationale for convening this consensus conference was the lack of structured and consented histopathologic recommendations in these rare tumors. Consensus among the meeting participants (n=80) was reached on the following statements: (1) combination of gross, histologic, clinical and imaging findings with exclusion of secondary tumor metastasis are to be used in the diagnosis of urachal carcinoma; (2) the 2022 World Health Organization (WHO) separate criteria for the diagnosis of urachal adenocarcinoma and for nonglandular carcinoma should be applied; (3) specific elements are to be evaluated and recorded in the gross examination of resection specimens containing urachal tumors; (4) sampling considerations for resection specimens containing urachal tumors are advised; (5) participants are against using 5% or 10% cutoff for the extent of intraepithelial carcinoma in urachal mucinous cystic tumor of low malignant potential; (6) use of immunohistochemical markers for the differential diagnosis of urachal adenocarcinomas in transurethral resection (TUR) specimen is considered optional; (7) similar tumor classificatory (nosology) rules for carcinomas arising from bladder mucosa (eg, urothelial carcinoma, squamous cell carcinoma, and neuroendocrine carcinoma) should be applied for nonglandular urachal carcinomas; (8) a new staging approach other than the previously proposed systems should be designed for urachal carcinoma; (9) a system modifying the current Tumor-Node-Metastasis (TNM)/American Joint Committee on Cancer (AJCC) staging system for urinary bladder cancer is considered appropriate for a study in urachal carcinoma; and (10) several histologic elements are to be reported when diagnosing urachal carcinoma in TUR and resection specimens. This report from the Dublin ISUP consensus conference will serve as a practice recommendation for pathologists and as a guide for future standardized reporting protocols and research regarding urachal tumors. In addition, an international database for urachal cancers under the guidance of ISUP is being planned to be established to address pertinent issues in the pathology of urachal cancers.
Antithrombotic Treatment for Stroke Prevention in Cervical Artery Dissection: The STOP-CAD Study
Yaghi, Shadi, Shu, Liqi , Mandel, Daniel , Henninger, Nils , Muppa, Jayachandra , Affan, Muhammad , Lodhi, Omair ul haq , Heldner, Mirjam R. , Seiffge, David , Omran, Setareh Salehi , Crandall, Ross , Lester, Evan, Mena, Diego López, Araúz, Antonio , Nehme, Ahmad , Boulanger, Marion , Sousa, João André , Sargento‐Freitas, João , Barata, Vasco , Castro‐Chaves, Paulo , Brito, Maria Teresa , Khan, Muhib , Mallick, Dania, Rothstein, Aaron , Khazaal, Ossama , Kaufmann, Josefin E. , Engelter, Stefan T. , Traenka, Christopher , Sousa, Diana Aguiar de , Soares, Mafalda , Rosa, Sara , Zhou, Lily , Gandhi, Preet , Field, Thalia S. , Mancini, Steven, Metanis, Issa , Pan, Kelly , Dantu, Vishnu , Baumgartner, Karl , Nolte, Christian H. , Choi, Richard , MacDonald, Jason , Shahripour, Reza Bavarsad , Ghannam, Malik , Almajali, Mohammad , Sanchez, Sebastian , Zine-Eddine, Fayçal, Poppe, Alexandre Y. , Fonseca, Ana Catarina , Baptista, Maria Fortuna , Cruz, Diana , Marco, Giovanna De , Griffin, Kim, Kuohn, Lindsey , Frontera, Jennifer , Amar, Jordan , Giles, James , Grisendi, Ilaria , Nzwalo, Hipólito , Liebeskind, David S. , Molaie, Amir , Cavalier, Annie, Kam, Wayneho , Grory, Brian Mac , Kasab, Sami Al , Eltatawy, Ali , Chervak, Lina , Chulluncuy‐Rivas, Roberto, Aziz, Yasmin , Bakradze, Ekaterina , Tran, Thanh Lam , Rodrigo‐Gisbert, Marc , Velez, Faddi Saleh, Gracia, Jorge Ortiz, Mudassani, Varsha, Vishnu, Venugopalan Y. , Yaddanapudi, Sridhara , Adams, L, Browngoehl, Abigail, Ranasinghe, Tamra , Dunston, Randy, Lynch, Zachary, Penckofer, Mary , Mayer, Silvia, Zubair, Adeel , Cheng, Yee Kuang, Ferreira, Vítor Mendes , Asad, Syed Daniyal , Sarwat, Zoha, Balabhadra, Anvesh , Patel, Shivam , Secchi, Thaís , Mantovani, Gabriel, Kim, Young Dae , Krishnaiah, Balaji , Elangovan, Cheran , Lingam, Sivani, Quereshi, Abid, Alvarado, Alonso, Khasiyev, Farid , Linares, Guillermo , Mannino, Marina , Terruso, Valeria, Vassilopoulou, Sofia , Tentolouris, Vasilis, Martínez-Marino, Manuel , Wall, Victor Carrasco , Indraswari, Fransisca , Jamal, Sleiman El , Alvi, Muhammad , Sarvath, Mohammed, Kass‐Hout, Tareq , Shi, Feina , Zhang, Jinhua , Said, Jamil , Sen, Shayak, Ghani, Mohammad R , Elnazeir, Marwa , Xiao, Han , Kala, Narendra , Khan, Farhan , Mohammadzadeh, Nahid , Furie, Karen L. , Alvarado‐Bolaños, Alonso , Tentolouris-Piperas, Vasileios , Leon Guerrero, Christopher R , Henninger, Nils , Muppa, Jayachandra , Heldner, Mirjam R , Liebeskind, David S. , Field, Thalia S , Keser, Zafer , Aziz, Yasmin , Mandel, Daniel M , Seiffge, David , Arauz, Antonio , Sousa, Joao Andre , Sargento-Freitas, Joao , Castro-Chaves, Paulo , Kaufman, Josefin E , Engelter, Stefan T , Aguiar de Sousa, Diana , Soares, Mafalda , Rosa, Sara , Metanis, Issa , Nolte, Christian H , Bavarsad Shahripour, Reza , Almajali, Mohammad , Fonseca, Ana Catarina , Kuohn, Lindsey , Frontera, Jennifer , Giles, James , Nzwalo, Hipolito , Mac Grory, Brian , Eltatawy, Ali , Rodrigo Gisbert, Marc , Vishnu, Venugopalan Y , Ranasinghe, Tamra , Mendes Ferreira, Vítor , Kim, Young Dae , Elangovan, Cheran , Alvarado-Bolanos, Alonso , Khasiyev, Farid , Tentolouris-Piperas, Vasileios , Martinez Marino, Manuel , Ghani, Mohammad , Xiao, Han , Khan, Farhan , Nehme, Ahmad , Yaghi, Shadi , Antonenko, Kateryna , Arnold, Marcel , Touzé, Emmanuel , Leker, Ronen R , Burton, Tina , von Rennenberg, Regina , MacDonald, Jason, Guo, Xiaofan , Samaniego, Edgar A , Rioux, Bastien , Cruz, Diana , Romoli, Michele , Longoni, Marco , Keser, Zafer , Zedde, Marialuisa , Pascarella, Rosario , Anadani, Mohammad , Kicielinski, Kimberly , Requena, Manuel , Velez, Faddi G. Saleh , Havenon, Adam de , Siegler, James E. , Willey, Joshua , Sharma, Richa , Marto, João Pedro , Klein, Piers , Nguyen, Thanh N. , Martins, Sheila , Fridman, Sebastian , Liu, Shilin , Ali, Farman, Morsi, Rami Z. , Sokhi, Dilraj , Simpkins, Alexis N. , Gomez, Roberto, Sen, Shayak, Stretz, Christoph , Goldstein, Eric

Stroke | June 4, 2025 | Volume: 55 | Issue: 4 | Pages: 908-918

10.1161/strokeaha.123.045731 | PMID 38335240 Get It

BACKGROUND: Small, randomized trials of patients with cervical artery dissection showed conflicting results regarding optimal stroke prevention strategies. We aimed to compare outcomes in patients with cervical artery dissection treated with antiplatelets versus anticoagulation. METHODS: This is a multicenter observational retrospective international study (16 countries, 63 sites) that included patients with cervical artery dissection without major trauma. The exposure was antithrombotic treatment type (anticoagulation versus antiplatelets), and outcomes were subsequent ischemic stroke and major hemorrhage (intracranial or extracranial hemorrhage). We used adjusted Cox regression with inverse probability of treatment weighting to determine associations between anticoagulation and study outcomes within 30 and 180 days. The main analysis used an as-treated crossover approach and only included outcomes occurring with the above treatments. RESULTS: The study included 3636 patients (402 [11.1%] received exclusively anticoagulation and 2453 [67.5%] received exclusively antiplatelets). By day 180, there were 162 new ischemic strokes (4.4%) and 28 major hemorrhages (0.8%); 87.0% of ischemic strokes occurred by day 30. In adjusted Cox regression with inverse probability of treatment weighting, compared with antiplatelet therapy, anticoagulation was associated with a nonsignificantly lower risk of subsequent ischemic stroke by day 30 (adjusted hazard ratio [HR], 0.71 [95% CI, 0.45–1.12]; P =0.145) and by day 180 (adjusted HR, 0.80 [95% CI, 0.28–2.24]; P =0.670). Anticoagulation therapy was not associated with a higher risk of major hemorrhage by day 30 (adjusted HR, 1.39 [95% CI, 0.35–5.45]; P =0.637) but was by day 180 (adjusted HR, 5.56 [95% CI, 1.53–20.13]; P =0.009). In interaction analyses, patients with occlusive dissection had significantly lower ischemic stroke risk with anticoagulation (adjusted HR, 0.40 [95% CI, 0.18–0.88]; P interaction =0.009). CONCLUSIONS: Our study does not rule out the benefit of anticoagulation in reducing ischemic stroke risk, particularly in patients with occlusive dissection. If anticoagulation is chosen, it seems reasonable to switch to antiplatelet therapy before 180 days to lower the risk of major bleeding. Large prospective studies are needed to validate our findings.
So You’ve Got a High AUC, Now What? An Overview of Important Considerations when Bringing Machine-Learning Models from Computer to Bedside
Deng, Jiawen , Elghobashy, Mohamed E., Zang, Kathleen , Patel, Shubh K., Heybati, Kiyan , Patel, Shubh , Deng, J , Patel, Shubh K , Patel, Shubh K., Guo, Eddie

Medical Decision Making | May 29, 2025 | Volume: 45 | Issue: 6 | Pages: 640-653

10.1177/0272989x251343082 | PMID 40439482 Get It

Machine-learning (ML) models have the potential to transform health care by enabling more personalized and data-driven clinical decision making. However, their successful implementation in clinical practice requires careful consideration of factors beyond predictive accuracy. We provide an overview of essential considerations for developing clinically applicable ML models, including methods for assessing and improving calibration, selecting appropriate decision thresholds, enhancing model explainability, identifying and mitigating bias, as well as methods for robust validation. We also discuss strategies for improving accessibility to ML models and performing real-world testing. Highlights This tutorial provides clinicians with a comprehensive guide to implementing machine-learning classification models in clinical practice. Key areas covered include model calibration, threshold selection, explainability, bias mitigation, validation, and real-world testing, all of which are essential for the clinical deployment of machine-learning models. Following these guidance can help clinicians bridge the gap between machine-learning model development and real-world application and enhance patient care outcomes.