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For: Yee GC, Lennon TP, Gmur DJ, Kennedy MS, Deeg HJ. Age-dependent cyclosporine: pharmacokinetics in marrow transplant recipients. Clin Pharmacol Ther 1986;40:438-43. [PMID: 3530588 DOI: 10.1038/clpt.1986.204] [Citation(s) in RCA: 64] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]

WHAT IS THE CURRENT KNOWLEDGE ON THE TOPIC?

A black‐box property of an artificial neural network (ANN) decreases the scientific confidence of the model, and making it difficult to utilize the ANN in the medical field. Moreover, difficulty in handling the time‐series data is a significant problem for applying the ANN for pharmacometrics study.

WHAT QUESTION DID THIS STUDY ADDRESS?

How can we apply the ANN for predicting the time‐series pharmacokinetics (PKs) , and confirm the scientific validity of the ANN model?

WHAT DOES THIS STUDY ADD TO OUR KNOWLEDGE?

Using the ANN in combination with a conventional compartment (ANN‐PK) model enabled to handle the time‐series PK data, and the predicting performance of the model was higher than that of the population PK model. Furthermore, we could evaluate the scientific validity of the ANN model by applying the Shapley additive explanations.

HOW MIGHT THIS CHANGE DRUG DISCOVERY, DEVELOPMENT, AND/OR THERAPEUTICS?

We expect that our study will contribute to develop the interpretable ANN model, which can predict the time‐series PKs, drug efficacies, and side effects with high prediction performance.

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Number Cited by Other Article(s)
1
Elnaggar M, Hafez H, Abdallah A, Hamza M, Khalaf MM, El-Haddad A. Optimizing cyclosporine A dose post allogeneic hematopoietic stem cell transplantation in paediatric cancer patients. J Oncol Pharm Pract 2024;30:983-991. [PMID: 37528663 DOI: 10.1177/10781552231192516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/03/2023]
2
Leclerc V, Ducher M, Ceraulo A, Bertrand Y, Bleyzac N. A Clinical Decision Support Tool to Find the Best Initial Intravenous Cyclosporine Regimen in Pediatric Hematopoietic Stem Cell Transplantation. J Clin Pharmacol 2021;61:1485-1492. [PMID: 34105165 DOI: 10.1002/jcph.1924] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Accepted: 06/04/2021] [Indexed: 12/20/2022]
3
Ogami C, Tsuji Y, Seki H, Kawano H, To H, Matsumoto Y, Hosono H. An artificial neural network-pharmacokinetic model and its interpretation using Shapley additive explanations. CPT-PHARMACOMETRICS & SYSTEMS PHARMACOLOGY 2021;10:760-768. [PMID: 33955705 PMCID: PMC8302242 DOI: 10.1002/psp4.12643] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 03/23/2021] [Accepted: 04/19/2021] [Indexed: 12/20/2022]
Study Highlights
  • Chika Ogami
    • Department of Medical Pharmaceutics, Graduate School of Medical and Pharmaceutical Sciences for Research, University of Toyama, Toyama, Japan.,Center for Pharmacist Education, School of Pharmacy, Nihon University, Chiba, Japan
  • Yasuhiro Tsuji
    • Center for Pharmacist Education, School of Pharmacy, Nihon University, Chiba, Japan
  • Hiroto Seki
    • Department of Computer Engineering, College of Science and Technology, Nihon University, Chiba, Japan
  • Hideaki Kawano
    • Faculty of Engineering, Kyushu Institute of Technology, Fukuoka, Japan
  • Hideto To
    • Department of Medical Pharmaceutics, Graduate School of Medical and Pharmaceutical Sciences for Research, University of Toyama, Toyama, Japan
  • Yoshiaki Matsumoto
    • Laboratory of Clinical Pharmacokinetics, School of Pharmacy, Nihon University, Chiba, Japan
  • Hiroyuki Hosono
    • Department of Computer Engineering, College of Science and Technology, Nihon University, Chiba, Japan
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4
Chung EK, Yee J, Kim JY, Gwak HS. Low cyclosporine concentrations in children and time to acute graft versus host disease. BMC Pediatr 2020;20:206. [PMID: 32393210 PMCID: PMC7212619 DOI: 10.1186/s12887-020-02125-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2019] [Accepted: 05/05/2020] [Indexed: 11/19/2022]  Open
5
Yoon S, Yi S, Rhee SJ, Lee HA, Kim Y, Yu KS, Chung JY. Development of a physiologically-based pharmacokinetic model for cyclosporine in Asian children with renal impairment. Transl Clin Pharmacol 2019;27:107-114. [PMID: 32055591 PMCID: PMC6989237 DOI: 10.12793/tcp.2019.27.3.107] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Revised: 08/30/2019] [Accepted: 09/03/2019] [Indexed: 11/19/2022]  Open
6
Blondet NM, Healey PJ, Hsu E. Immunosuppression in the pediatric transplant recipient. Semin Pediatr Surg 2017;26:193-198. [PMID: 28964473 DOI: 10.1053/j.sempedsurg.2017.07.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
7
Kim KS, Moon A, Kang HJ, Shin HY, Choi YH, Kim HS, Kim SG. Higher plasma bilirubin predicts veno-occlusive disease in early childhood undergoing hematopoietic stem cell transplantation with cyclosporine. World J Transplant 2016;6:403-410. [PMID: 27358786 PMCID: PMC4919745 DOI: 10.5500/wjt.v6.i2.403] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2016] [Revised: 02/15/2016] [Accepted: 03/18/2016] [Indexed: 02/05/2023]  Open
8
Limited sampling strategies for estimating intravenous and oral cyclosporine area under the curve in pediatric hematopoietic stem cell transplantation. Ther Drug Monit 2015;37:198-205. [PMID: 25162214 DOI: 10.1097/ftd.0000000000000124] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
9
Tafazoli A. Cyclosporine use in hematopoietic stem cell transplantation: pharmacokinetic approach. Immunotherapy 2015;7:811-36. [DOI: 10.2217/imt.15.47] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]  Open
10
Sarem S, Li J, Barriere O, Litalien C, Théorêt Y, Lapeyraque AL, Nekka F. Bayesian approach for the estimation of cyclosporine area under the curve using limited sampling strategies in pediatric hematopoietic stem cell transplantation. Theor Biol Med Model 2014;11:39. [PMID: 25192585 PMCID: PMC4237955 DOI: 10.1186/1742-4682-11-39] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2014] [Accepted: 07/29/2014] [Indexed: 11/10/2022]  Open
11
Ryan C, Amor KT, Menter A. The use of cyclosporine in dermatology: part II. J Am Acad Dermatol 2010;63:949-72; quiz 973-4. [PMID: 21093660 DOI: 10.1016/j.jaad.2010.02.062] [Citation(s) in RCA: 69] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2009] [Revised: 02/01/2010] [Accepted: 02/08/2010] [Indexed: 01/11/2023]
12
Deeg HJ, Sandmaier BM. Who is fit for allogeneic transplantation? Blood 2010;116:4762-70. [PMID: 20702782 PMCID: PMC3253743 DOI: 10.1182/blood-2010-07-259358] [Citation(s) in RCA: 66] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2010] [Accepted: 08/07/2010] [Indexed: 11/20/2022]  Open
13
Filler G. Calcineurin inhibitors in pediatric renal transplant recipients. Paediatr Drugs 2007;9:165-74. [PMID: 17523697 DOI: 10.2165/00148581-200709030-00005] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
14
Fujinaga S, Kaneko K, Muto T, Ohtomo Y, Murakami H, Yamashiro Y. Independent risk factors for chronic cyclosporine induced nephropathy in children with nephrotic syndrome. Arch Dis Child 2006;91:666-70. [PMID: 16670120 PMCID: PMC2083035 DOI: 10.1136/adc.2005.080960] [Citation(s) in RCA: 59] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
15
Choi JS, Lee SH, Chung SJ, Yoo KH, Sung KW, Koo HH. Assessment of converting from intravenous to oral administration of cyclosporin A in pediatric allogeneic hematopoietic stem cell transplant recipients. Bone Marrow Transplant 2006;38:29-35. [PMID: 16715103 DOI: 10.1038/sj.bmt.1705402] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
16
Björkman S. Prediction of Cytochrome P450-Mediated Hepatic Drug Clearance in Neonates, Infants and Children. Clin Pharmacokinet 2006;45:1-11. [PMID: 16430308 DOI: 10.2165/00003088-200645010-00001] [Citation(s) in RCA: 89] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
17
Fujinaga S, Kaneko K, Takada M, Ohtomo Y, Akashi S, Yamashiro Y. Preprandial C2 monitoring of cyclosporine treatment in children with nephrotic syndrome. Pediatr Nephrol 2005;20:1359-60. [PMID: 15918005 DOI: 10.1007/s00467-005-1932-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2005] [Accepted: 02/15/2005] [Indexed: 10/25/2022]
18
Fife DJ, Maibach HI. Gender Differences in the Pharmacokinetics of Oral Dermatologic Medications. ACTA ACUST UNITED AC 2004. [DOI: 10.1081/cus-120030169] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
19
Nagamura F, Takahashi T, Takeuchi M, Iseki T, Ooi J, Tomonari A, Uchimaru K, Takahashi S, Tojo A, Tani K, Asano S. Effect of cyclophosphamide on serum cyclosporine levels at the conditioning of hematopoietic stem cell transplantation. Bone Marrow Transplant 2003;32:1051-8. [PMID: 14625575 DOI: 10.1038/sj.bmt.1704259] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
20
Alloway RR, Isaacs R, Lake K, Hoyer P, First R, Helderman H, Bunnapradist S, Leichtman A, Bennett MW, Tejani A, Takemoto SK. Report of the American Society of Transplantation conference on immunosuppressive drugs and the use of generic immunosuppressants. Am J Transplant 2003;3:1211-5. [PMID: 14510694 DOI: 10.1046/j.1600-6143.2003.00212.x] [Citation(s) in RCA: 84] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
21
Bradley BA. Rejection and recipient age. Transpl Immunol 2002;10:125-32. [PMID: 12216942 DOI: 10.1016/s0966-3274(02)00058-8] [Citation(s) in RCA: 74] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
22
del Mar Fernández De Gatta M, Santos-Buelga D, Domínguez-Gil A, García MJ. Immunosuppressive therapy for paediatric transplant patients: pharmacokinetic considerations. Clin Pharmacokinet 2002;41:115-35. [PMID: 11888332 DOI: 10.2165/00003088-200241020-00004] [Citation(s) in RCA: 68] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
23
Schultz KR, Nevill TJ, Balshaw RF, Toze CL, Corr T, Currie CJ, Strong DK, Keown PA. Effect of gastrointestinal inflammation and age on the pharmacokinetics of oral microemulsion cyclosporin A in the first month after bone marrow transplantation. Bone Marrow Transplant 2000;26:545-51. [PMID: 11019845 DOI: 10.1038/sj.bmt.1702545] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
24
Dunn S. Neoral use in the pediatric transplant recipient. Transplant Proc 2000;32:20S-26S. [PMID: 10814747 DOI: 10.1016/s0041-1345(00)00861-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
25
Diav-Citrin O, Ratnapalan S, Grouhi M, Roifman C, Koren G. Medication errors in paediatrics: a case report and systematic review of risk factors. Paediatr Drugs 2000;2:239-42. [PMID: 10937473 DOI: 10.2165/00128072-200002030-00007] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
26
Tanaka E. Gender-related differences in pharmacokinetics and their clinical significance. J Clin Pharm Ther 1999;24:339-46. [PMID: 10583696 DOI: 10.1046/j.1365-2710.1999.00246.x] [Citation(s) in RCA: 175] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
27
Lin Y, Anderson GD, Kantor E, Ojemann LM, Wilensky AJ. Differences in the urinary excretion of 6-beta-hydroxycortisol/cortisol between Asian and Caucasian women. J Clin Pharmacol 1999;39:578-82. [PMID: 10354961 DOI: 10.1177/00912709922008182] [Citation(s) in RCA: 43] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
28
Guidelines for immunosuppression management and monitoring after transplantation in children. Transplant Rev (Orlando) 1999. [DOI: 10.1016/s0955-470x(99)80050-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
29
Akhlaghi F, Ashley J, Keogh A, Brown K. Cyclosporine plasma unbound fraction in heart and lung transplantation recipients. Ther Drug Monit 1999;21:8-16. [PMID: 10051049 DOI: 10.1097/00007691-199902000-00003] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
30
Gorski JC, Jones DR, Haehner-Daniels BD, Hamman MA, O'Mara EM, Hall SD. The contribution of intestinal and hepatic CYP3A to the interaction between midazolam and clarithromycin. Clin Pharmacol Ther 1998;64:133-43. [PMID: 9728893 DOI: 10.1016/s0009-9236(98)90146-1] [Citation(s) in RCA: 282] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
31
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32
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33
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34
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35
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36
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37
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38
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39
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40
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41
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42
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43
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44
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45
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