{"doi":"10.1002/phar.2848","title":"Bayesian optimization of tacrolimus exposure in stable kidney transplant patients","abstract":"Abstract Study Objective The objective was to compare tacrolimus AUC 0‐12 determined by Non‐Compartmental Analysis (NCA) using intensive sampling to Maximum a Posteriori ‐Bayesian ( MAP‐Bayesian ) estimates from robust ( n = 9 samples/subject) and sparse ( n = 2 samples/subject) sampling in 67 stable KTRs and a validation group of similar patients. Design This open‐label, prospective, single center 12‐h PK study included nine serial samples collected in KTRs to determine steady‐state NCA tacrolimus AUC 0‐12 . Setting This study was conducted at a single site within a large, urban hospital in the western New York area. Patients This study described tacrolimus pharmacokinetics in stable kidney transplant recipients on maintenance tacrolimus therapy. Intervention Robust and sparse AUC 0‐12 estimates by a MAP‐Bayesian approach were obtained using the Advanced Dosing Solutions (AdDS) and ADAPT5 freeware. Limited sampling strategies were evaluated using the original population PK model ( n = 67), which was also assessed using a validation group ( n = 15). AUC 0‐12 agreement was tested by paired t ‐tests with intraclass correlation coefficient (ICC) and Bland Altman analysis. Measurements and Main Results A total of 35 Black and 32 White stable KTRs (estimated glomerular filtration rate [eGFR] = 55.2 ± 15.7 mL/min/1.73m 2 ) received the tacrolimus dose of 3.4 ± 1.7 mg/study with troughs of 6.8 ± 1.8 ng/mL. The NCA‐AUC 0‐12 was 123.8 ± 33.6 μg·h/L compared to MAP‐Bayesian estimates for Robust‐AUC 0‐12 of 124.7 ± 33.3 μg·h/L and optimal 2‐specimen Sparse‐AUC 0‐12 of 119.7 ± 32.7 μg·h/L for the training group. Comparison of Robust‐AUC 0‐12 to NCA‐AUC 0‐12 had an ICC of 0.96 ( p = 0.99) while comparison of Robust‐AUC 0‐12 to Sparse‐AUC 0‐12 using Pre‐dose trough [C(t 0h )] and 1 h [C(t 1h )] resulted in an ICC of 0.93 ( p = 0.014). In the validation group, 5 Black and 10 White KTRs (eGFR = 56.4 ± 16.8 mL/min/1.73m 2 ) received a mean tacrolimus dose of 1.9 ± 1.2 mg/study with a trough of 6.0 ± 1.7 ng/mL. The validation group's NCA‐AUC 0‐12 (88.4 ± 33.1 μg·h/L) was comparable to Robust‐AUC 0‐12 (85.1 ± 33.8 μg·h/L, ICC = 0.93; p = 0.12) and Sparse‐AUC 0‐12 determined from C(t 0h ) and C(t 4h ) (86.7 ± 33.9 μg·h/L, ICC = 0.91; p = 0.61). Conclusion MAP‐Bayesian estimation for patient‐specific AUC 0‐12 using sparse, two‐specimen sampling is comparable to NCA and may enhance tacrolimus TDM in stable KTRs.","journal":"Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy","year":2023,"id":354011,"datarank":0.0,"base_score":0.0,"endowment":0.0,"self_citation_contribution":0.0,"citation_network_contribution":0.0,"self_endowment_contribution":0.0,"citer_contribution":0.0,"corpus_percentile":null,"corpus_rank":null,"citation_count":7,"citer_count":0,"citers_with_citation_signal":0,"citers_with_endowment":0,"datacite_reuse_total":0,"is_dataset":false,"is_dataset_confidence":0.8796,"is_data_producer":false,"deposit_databanks":null,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2023-01-01","fair_score":null,"fair_percentile":null,"algorithm_id":"datarank_citation_only_1hop_v6","ranking_scope":"data_only","authors":[{"id":350707,"name":"Nicholas M. Smith","orcid":"0000-0002-0212-2787","position":1,"is_corresponding":false},{"id":260451,"name":"Kristopher Attwood","orcid":"0000-0002-7229-5472","position":2,"is_corresponding":false},{"id":1101085,"name":"Aijaz Gundroo","orcid":null,"position":3,"is_corresponding":false},{"id":965256,"name":"Shirley Chang","orcid":"0000-0002-3329-5314","position":4,"is_corresponding":false},{"id":1101086,"name":"Mahfuz Yonis","orcid":null,"position":5,"is_corresponding":false},{"id":770068,"name":"Brian M. Murray","orcid":"0000-0002-7917-8893","position":6,"is_corresponding":false},{"id":1100677,"name":"Kathleen M. Tornatore","orcid":"0000-0003-2028-4998","position":7,"is_corresponding":false},{"id":1069715,"name":"Thomas D. Nguyen","orcid":"0009-0000-1069-1720","position":0,"is_corresponding":true}],"reference_count":29,"raw_metadata":null,"created_at":"2026-07-19T01:13:02.680107Z","pmid":"37452631","pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"fair_f":null,"fair_a":null,"fair_i":null,"fair_r":null,"fair_zscore":null,"fair_rationale":null,"fair_model":null,"fair_agent_version":null,"fair_fulltext_source":null,"fair_has_llm":null,"fair_computed_at":null,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}