Transplant pathology plays a critical role in ensuring that transplanted organs function properly and the immune systems of the recipients do not reject them. To improve outcomes for transplant recipients, accurate diagnosis and timely treatment are essential. Recent advances in artificial intelligence (AI)-empowered digital pathology could help monitor allograft rejection and weaning of immunosuppressive drugs. To explore the role of AI in transplant pathology, we conducted a systematic search of electronic databases from January 2010 to April 2023. The PRISMA checklist was used as a guide for screening article titles, abstracts, and full texts, and we selected articles that met our inclusion criteria. Through this search, we identified 68 articles from multiple databases. After careful screening, only 14 articles were included based on title and abstract. Our review focuses on the AI approaches applied to four transplant organs: heart, lungs, liver, and kidneys. Specifically, we found that several deep learning-based AI models have been developed to analyze digital pathology slides of biopsy specimens from transplant organs. The use of AI models could improve clinicians' decision-making capabilities and reduce diagnostic variability. In conclusion, our review highlights the advancements and limitations of AI in transplant pathology. We believe that these AI technologies have the potential to significantly improve transplant outcomes and pave the way for future advancements in this field.
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Univ Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Vanderbilt Univ, Med Ctr, Dept Pathol, Nashville, TN 37232 USAUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Yousif, Mustafa
van Diest, Paul J.
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Univ Utrecht, Univ Med Ctr Utrecht, Dept Pathol, Utrecht, NetherlandsUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
van Diest, Paul J.
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Laurinavicius, Arvydas
Rimm, David
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Yale Univ, Sch Med, Dept Pathol, New Haven, CT 06510 USAUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Rimm, David
van der Laak, Jeroen
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Radboud Univ Nijmegen, Med Ctr, Dept Pathol, Nijmegen, NetherlandsUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
van der Laak, Jeroen
Madabhushi, Anant
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Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA
Louis Stokes Cleveland Vet Adm Med Ctr, Cleveland, OH USAUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Madabhushi, Anant
Schnitt, Stuart
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Brigham & Womens Hosp, Dept Pathol, 75 Francis St, Boston, MA 02115 USA
Harvard Med Sch, Breast Oncol Program, Dana Farber Brigham & Womens Canc Ctr, Boston, MA 02115 USAUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
Schnitt, Stuart
Pantanowitz, Liron
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Univ Michigan, Dept Pathol, Ann Arbor, MI 48109 USAUniv Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
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Hebei Med Univ, Dept Pathol, Hosp 4, Shijiazhuang, Peoples R ChinaHebei Med Univ, Dept Pathol, Hosp 4, Shijiazhuang, Peoples R China
Liu, Yueping
Han, Dandan
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Hebei Med Univ, Dept Pathol, Hosp 4, Shijiazhuang, Peoples R ChinaHebei Med Univ, Dept Pathol, Hosp 4, Shijiazhuang, Peoples R China
Han, Dandan
Parwani, Anil, V
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机构:Hebei Med Univ, Dept Pathol, Hosp 4, Shijiazhuang, Peoples R China
Parwani, Anil, V
Li, Zaibo
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Ohio State Univ, Dept Pathol, Columbus, OH USA
Ohio State Univ, Dept Pathol, 410 W 10th Ave, Columbus, OH 43201 USAHebei Med Univ, Dept Pathol, Hosp 4, Shijiazhuang, Peoples R China
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Univ Pretoria, Dept Chem Pathol, Pretoria, South Africa
Natl Hlth Lab Serv, Pretoria, South AfricaUniv Pretoria, Dept Chem Pathol, Pretoria, South Africa