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Christou CD, Sitsiani O, Boutos P, Katsanos G, Papadakis G, Tefas A, Papalois V, Tsoulfas G. Comparison of ChatGPT-3.5 and GPT-4 as potential tools in artificial intelligence-assisted clinical practice in renal and liver transplantation. World J Transplant 2025; 15:103536. [DOI: 10.5500/wjt.v15.i3.103536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/21/2024] [Revised: 01/26/2025] [Accepted: 03/05/2025] [Indexed: 04/18/2025] Open
Abstract
BACKGROUND Kidney and liver transplantation are two sub-specialized medical disciplines, with transplant professionals spending decades in training. While artificial intelligence-based (AI-based) tools could potentially assist in everyday clinical practice, comparative assessment of their effectiveness in clinical decision-making remains limited.
AIM To compare the use of ChatGPT and GPT-4 as potential tools in AI-assisted clinical practice in these challenging disciplines.
METHODS In total, 400 different questions tested ChatGPT’s/GPT-4 knowledge and decision-making capacity in various renal and liver transplantation concepts. Specifically, 294 multiple-choice questions were derived from open-access sources, 63 questions were derived from published open-access case reports, and 43 from unpublished cases of patients treated at our department. The evaluation covered a plethora of topics, including clinical predictors, treatment options, and diagnostic criteria, among others.
RESULTS ChatGPT correctly answered 50.3% of the 294 multiple-choice questions, while GPT-4 demonstrated a higher performance, answering 70.7% of questions (P < 0.001). Regarding the 63 questions from published cases, ChatGPT achieved an agreement rate of 50.79% and partial agreement of 17.46%, while GPT-4 demonstrated an agreement rate of 80.95% and partial agreement of 9.52% (P = 0.01). Regarding the 43 questions from unpublished cases, ChatGPT demonstrated an agreement rate of 53.49% and partial agreement of 23.26%, while GPT-4 demonstrated an agreement rate of 72.09% and partial agreement of 6.98% (P = 0.004). When factoring by the nature of the task for all cases, notably, GPT-4 demonstrated outstanding performance, providing a differential diagnosis that included the final diagnosis in 90% of the cases (P = 0.008), and successfully predicting the prognosis of the patient in 100% of related questions (P < 0.001).
CONCLUSION GPT-4 consistently provided more accurate and reliable clinical recommendations with higher percentages of full agreements both in renal and liver transplantation compared with ChatGPT. Our findings support the potential utility of AI models like ChatGPT and GPT-4 in AI-assisted clinical practice as sources of accurate, individualized medical information and facilitating decision-making. The progression and refinement of such AI-based tools could reshape the future of clinical practice, making their early adoption and adaptation by physicians a necessity.
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Affiliation(s)
- Chrysanthos D Christou
- Center for Research and Innovation in Solid Organ Transplantation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54622, Greece
| | - Olga Sitsiani
- School of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54622, Greece
| | - Panagiotis Boutos
- School of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54622, Greece
| | - Georgios Katsanos
- Center for Research and Innovation in Solid Organ Transplantation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54622, Greece
| | - Georgios Papadakis
- Department of Nephrology and Transplantation, Guy’s Hospital, Guy’s and St Thomas’ NHS Foundation Trust, London SE1 1UL, United Kingdom
| | - Anastasios Tefas
- Computational Intelligence and Deep Learning Group, Department of Informatics, Aristotle University of Thessaloniki, Thessaloniki 54636, Greece
| | - Vassilios Papalois
- Renal and Transplant Unit, Hammersmith Hospital, Imperial College Healthcare NHS Trust, London W120HS, United Kingdom
| | - Georgios Tsoulfas
- Center for Research and Innovation in Solid Organ Transplantation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki 54622, Greece
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Tanariyakul M, Saowapa S, Aiumtrakul N, Wannaphut C, Polpichai N, Siladech P. Clinical characteristics of renal cell carcinoma in the transplanted kidney in renal transplant recipients: a systematic scoping review. Proc AMIA Symp 2024; 37:832-838. [PMID: 39165804 PMCID: PMC11332624 DOI: 10.1080/08998280.2024.2375705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 06/23/2024] [Accepted: 06/24/2024] [Indexed: 08/22/2024] Open
Abstract
Background Renal transplant recipients confront a substantially elevated susceptibility to renal cell carcinoma (RCC), particularly in their native kidneys as opposed to allografts. Methods In this systematic scoping review, exhaustive searches were conducted of the MEDLINE and EMBASE databases. Information was gathered on clinical manifestations, donor demographics, diagnostic intervals, tumor dimensions, histopathological characteristics, and therapeutic outcomes associated with RCC arising in allograft kidneys. Results The searches yielded a corpus of 42 case reports and 11 retrospective cohorts, encompassing a cohort of 274 patients. The majority of cases (75.4%) were clinically latent, discerned primarily through imaging modalities. Symptomatic presentations encompassed manifestations such as hematuria, elevated serum creatinine levels, abdominal discomfort, and graft-related pain. The mean temporal interval between renal transplantation and RCC diagnosis was calculated at 11.6 years, albeit displaying considerable variance. Notably, papillary and clear cell RCC emerged as the prevailing histopathological subtypes. However, the paucity of longitudinal follow-up data represents a notable caveat. Conclusion This investigation underscores the imperative of rigorous posttransplant surveillance regimes owing to the substantial prevalence of asymptomatic RCC instances. Future research should focus on clinical outcomes and cost-effectiveness of screening practices to develop preventive strategies.
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Affiliation(s)
- Manasawee Tanariyakul
- Department of Medicine, John A. Burns School of Medicine, University of Hawaii, Honolulu, Hawaii, USA
| | - Sakditad Saowapa
- Department of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas, USA
| | - Noppawit Aiumtrakul
- Department of Medicine, John A. Burns School of Medicine, University of Hawaii, Honolulu, Hawaii, USA
| | - Chalothorn Wannaphut
- Department of Medicine, John A. Burns School of Medicine, University of Hawaii, Honolulu, Hawaii, USA
| | - Natchaya Polpichai
- Department of Internal Medicine, Weiss Memorial Hospital, Chicago, Illinois, USA
| | - Pharit Siladech
- Department of Internal Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
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Crocerossa F, Autorino R, Derweesh I, Carbonara U, Cantiello F, Damiano R, Rubio-Briones J, Roupret M, Breda A, Volpe A, Mir MC. Management of renal cell carcinoma in transplant kidney: a systematic review and meta-analysis. Minerva Urol Nephrol 2023; 75:1-16. [PMID: 36094386 DOI: 10.23736/s2724-6051.22.04881-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
INTRODUCTION After transplantation, approximately 10% of renal cell carcinomas are detected in graft kidneys. These tumors (gRCC) present surgeons with the difficulty of finding a treatment that guarantees both oncological clearance and maintenance of function. We conducted a systematic review and an individual patient data meta-analysis on the oncology, safety and functional outcomes of the available treatments for gRCC. EVIDENCE ACQUISITION A systematic search was performed across MEDLINE, EMBASE, and Web of Science including any study reporting perioperative, functional and survival outcomes for patients undergoing graft nephrectomy (GN), partial nephrectomy (PN) or thermal ablation (TA) for gRCC. Quade's ANCOVA, Spearman Rho and Pearson χ2, Kaplan-Meier, Log-rank and Standard Cox regression and other tests were used to compare treatments. Studies' quality was evaluated using a modified version of Newcastle Ottawa Scale. EVIDENCE SYNTHESIS A number of 29 studies (357 patients) were included. No differences between TA and PN were found in terms of safety, functional and oncological outcomes for T1a gRCCs. When applied to pT1b gRCC, PN showed no difference in complications, progression or cancer-specific deaths compared to smaller lesions; PN validity for pT2 gRCCs should be considered unverified due to lack of sufficient evidence. The efficacy and safety of PN or TA for multiple gRCC remain controversial. In case of non-functioning, large (T≥2), complicated or metastatic gRCCs, GN appears to be the most reasonable choice. Quality of evidence ranged from very low to moderate. Studies with large cohorts and longer follow-up are still needed to clarify oncological and functional differences. CONCLUSIONS PN and TA might be offered as a nephron-sparing treatment in patients with T1a gRCC. There is no significant difference between these options and GN in terms of oncological outcomes and complications. PN and TA offer similar functional outcomes and graft preservation. PN for T1b gRCC seems feasible and safe, but its validity should be considered unverified.
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Affiliation(s)
- Fabio Crocerossa
- Division of Urology, Department of Surgery, Virginia Commonwealth University, Richmond, VA, USA.,Department of Urology, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | | | | | - Umberto Carbonara
- Division of Urology, Department of Surgery, Virginia Commonwealth University, Richmond, VA, USA.,Unit of Andrology and Kidney Transplantation, Department of Urology, University of Bari, Bari, Italy
| | - Francesco Cantiello
- Department of Urology, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | - Rocco Damiano
- Department of Urology, Magna Graecia University of Catanzaro, Catanzaro, Italy
| | - Jose Rubio-Briones
- Department of Urology, Instituto Valenciano Oncologia (IVO) Foundation, Valencia, Spain
| | - Morgan Roupret
- Department of Urology, GRC5 Predictive Onco-Uro, AP-HP, Pitie-Salpetriere Hospital, Sorbonne University, Paris, France
| | - Alberto Breda
- Department of Urology, Puigvert Foundation, Autonomous University of Barcelona, Barcelona, Spain
| | - Alessandro Volpe
- Division of Urology, Department of Translational Medicine, Maggiore della Carità Hospital, University of Eastern Piedmont, Novara, Italy
| | - M Carmen Mir
- Urology Department, IMED Hospitals, Valencia, Spain -
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Saparbay J, Assykbayev M, Abdugafarov S. Chromophobe Renal Cell Carcinoma of a Renal Allograft. AMERICAN JOURNAL OF CASE REPORTS 2021; 22:e933168. [PMID: 34620815 PMCID: PMC8515495 DOI: 10.12659/ajcr.933168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Patient: Female, 30-year-old
Final Diagnosis: Chromophobe renal cell carcinoma
Symptoms: Pain
Medication: —
Clinical Procedure: —
Specialty: Transplantology
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Affiliation(s)
- Jamilya Saparbay
- Department of Hepatobiliary and Transplant Surgery, National Research Oncology Center, Nur-Sultan, Kazakhstan
| | - Mels Assykbayev
- Department of Hepatobiliary and Transplant Surgery, National Research Oncology Center, Nur-Sultan, Kazakhstan
| | - Saitkarim Abdugafarov
- Department of Hepatobiliary and Transplant Surgery, National Research Oncology Center, Nur-Sultan, Kazakhstan
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Wang H, Song WL, Cai WJ, Feng G, Fu YX. Kidney re-transplantation after living donor graft nephrectomy due to de novo chromophobe renal cell carcinoma: A case report. World J Clin Cases 2021; 9:4365-4372. [PMID: 34141802 PMCID: PMC8173413 DOI: 10.12998/wjcc.v9.i17.4365] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 02/15/2021] [Accepted: 03/29/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND There are few reported cases of allograft nephrectomy due to malignancy followed by successful renal re-transplantation two years later. In this paper, we report a patient who underwent kidney re-transplantation after living donor graft nephrectomy due to de novo chromophobe renal cell carcinoma (ChRCC) involving the allograft kidney.
CASE SUMMARY A 34-year-old man underwent living kidney transplantation at the age of 22 years for end-stage renal disease. Maintenance immunosuppression consisted of tacrolimus, mycophenolate mofetil (MMF), and prednisone. Six years post-transplantation, at another hospital, ultrasonography revealed a small mass involving the upper pole of the graft. The patient declined further examination and treatment at this point. Seven years and three months post-transplantation, the patient experienced decreasing appetite, weight loss, gross hematuria, fatigue, and oliguria. Laboratory tests showed anemia (hemoglobin level was 53 g/L). Contrast-enhanced computed tomography revealed a large heterogeneous cystic-solid mass involving the upper pole of the renal allograft. Graft nephrectomy was performed and immunosuppressants were withdrawn. Histological and immunohistochemical features of the tumor were consistent with ChRCC. One year after allograft nephrectomy, low doses of tacrolimus and MMF were administered for preventing allosensitization. Two years after allograft nephrectomy, the patient underwent kidney re-transplantation. Graft function remained stable with no ChRCC recurrence in more than 2-years of follow-up.
CONCLUSION De novo ChRCC in kidney graft generally has a good prognosis after graft nephrectomy and withdrawal of immunosuppression. Kidney re-transplantation could be a viable treatment. A 2-year malignancy-free period may be sufficient time before re-transplantation.
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Affiliation(s)
- Hui Wang
- Department of Kidney and Pancreas Transplant, Tianjin First Central Hospital, School of Medicine, Nankai University, Tianjin 300192, China
| | - Wen-Li Song
- Department of Kidney and Pancreas Transplant, Tianjin First Central Hospital, School of Medicine, Nankai University, Tianjin 300192, China
| | - Wen-Juan Cai
- Department of Pathology, Tianjin First Central Hospital, School of Medicine, Nankai University, Tianjin 300192, China
| | - Gang Feng
- Department of Kidney and Pancreas Transplant, Tianjin First Central Hospital, School of Medicine, Nankai University, Tianjin 300192, China
| | - Ying-Xin Fu
- Department of Kidney and Pancreas Transplant, Tianjin First Central Hospital, School of Medicine, Nankai University, Tianjin 300192, China
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Nabavizadeh R, Noorali AA, Makhani SS, Hong G, Holzman S, Patil DH, Kim FY, Tso PL, Turgeon NA, Ogan K, Master VA. Transplant Radical Nephrectomy and Transplant Radical Nephroureterectomy for Renal Cancer: Postoperative and Survival Outcomes. Ann Transplant 2020; 25:e925865. [PMID: 33093437 PMCID: PMC7590527 DOI: 10.12659/aot.925865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND The treatment of complex tumors in non-functioning renal transplants requiring surgical extirpation is challenging. Here, we report the largest series of patients who underwent transplant radical nephrectomy for renal cell carcinoma (RCC) and transplant radical nephroureterectomy for urothelial cell carcinoma (UCC) in their transplanted kidneys. MATERIAL AND METHODS From 2004 to 2018, 10 patients underwent transplant radical nephrectomy (7 patients) and nephroureterectomy (3 patients). Retrospective analyses, in terms of complications, oncological recurrence, and survival, of peri-operative and long-term outcomes, were performed. RESULTS Out of the 10 patients, 7 had RCC and 3 had UCC. No intraoperative mortality occurred. Three patients presented with Clavien-Dindo grade IIIa or greater within 30 days of surgery. Two patients died within 60 days of surgery, both due to vascular events: one due to myocardial infarction and one due to stroke. Two other patients died: one after 2.9 years, due to myocardial infarction, and the other after 6 years, due to unknown reasons. At the 7-year follow-up, there was a 60% overall survival rate. For all patients, average survival post-nephrectomy was approximately 4.5 years, including the 6 living patients and 4 deceased patients. Importantly, there was no observed cancer recurrence. CONCLUSIONS This study reports outcomes of the largest series of transplant radical nephrectomy and nephroureterectomy for malignancies of renal allografts. In the optimized setting, extirpative surgeries appear safe, with favorable long-term oncological and survival outcomes.
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Affiliation(s)
- Reza Nabavizadeh
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA
| | | | | | - Gordon Hong
- College of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA
| | - Sarah Holzman
- Department of Urology, University of California Irvine and Children's Hospital, Orange, CA, USA
| | - Dattatraya H Patil
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA
| | - Frances Y Kim
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA
| | - Paul L Tso
- Department of Transplant Surgery, Emory University School of Medicine, Atlanta, GA, USA
| | - Nicole A Turgeon
- Department of Transplant Surgery, University of Texas Dell Medical School, Austin, TX, USA
| | - Kenneth Ogan
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA
| | - Viraj A Master
- Department of Urology, Emory University School of Medicine, Atlanta, GA, USA.,Winship Cancer Institute, Emory University, Atlanta, GA, USA
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