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      Mathematical Modeling of Hydroxyurea Therapy in Individuals with Sickle Cell Disease.

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          Abstract

          Sickle cell disease (SCD) is a chronic hemolytic anemia affecting millions worldwide with acute and chronic clinical manifestations and early mortality. While hydroxyurea (HU) and other treatment strategies managed to ameliorate disease severity, high inter-individual variability in clinical response and a lack of an ability to predict those variations need to be addressed to maximize the clinical efficacy of HU. We developed pharmacokinetics (PK) and pharmacodynamics (PD) models to study the dosing, efficacy, toxicity, and clinical response of HU treatment in more than eighty children with SCD. The clinical PK parameters were used to model the HU plasma concentration for a 24 h period, and the estimated daily average HU plasma concentration was used as an input to our PD models with approximately 1 to 9 years of data connecting drug exposure with drug response. We modeled the biomarkers mean cell volume and fetal hemoglobin to study treatment efficacy. For myelosuppression, we modeled red blood cells and absolute neutrophil count. Our models provided excellent fits for individuals with known or correctly inferred adherence. Our models can be used to determine the optimal dosing regimens and study the effect of non-adherence on HU-treated individuals.

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          Prediction of blood volume in normal human adults.

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            Sickle Cell Disease

            New England Journal of Medicine, 376(16), 1561-1573
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              Global epidemiology of sickle haemoglobin in neonates: a contemporary geostatistical model-based map and population estimates

              Summary Background Reliable estimates of populations affected by diseases are necessary to guide efficient allocation of public health resources. Sickle haemoglobin (HbS) is the most common and clinically significant haemoglobin structural variant, but no contemporary estimates exist of the global populations affected. Moreover, the precision of available national estimates of heterozygous (AS) and homozygous (SS) neonates is unknown. We aimed to provide evidence-based estimates at various scales, with uncertainty measures. Methods Using a database of sickle haemoglobin surveys, we created a contemporary global map of HbS allele frequency distribution within a Bayesian geostatistical model. The pairing of this map with demographic data enabled calculation of global, regional, and national estimates of the annual number of AS and SS neonates. Subnational estimates were also calculated in data-rich areas. Findings Our map shows subnational spatial heterogeneities and high allele frequencies across most of sub-Saharan Africa, the Middle East, and India, as well as gene flow following migrations to western Europe and the eastern coast of the Americas. Accounting for local heterogeneities and demographic factors, we estimated that the global number of neonates affected by HbS in 2010 included 5 476 000 (IQR 5 291 000–5 679 000) AS neonates and 312 000 (294 000–330 000) SS neonates. These global estimates are higher than previous conservative estimates. Important differences predicted at the national level are discussed. Interpretation HbS will have an increasing effect on public health systems. Our estimates can help countries and the international community gauge the need for appropriate diagnoses and genetic counselling to reduce the number of neonates affected. Similar mapping and modelling methods could be used for other inherited disorders. Funding The Wellcome Trust.
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                Author and article information

                Journal
                Pharmaceutics
                Pharmaceutics
                MDPI AG
                1999-4923
                1999-4923
                May 16 2022
                : 14
                : 5
                Affiliations
                [1 ] Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN 47907, USA.
                [2 ] Departments of Global Pediatric Medicine and Hematology, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
                [3 ] Department of Biostatistics, St. Jude Children's Research Hospital, Memphis, TN 38105, USA.
                Article
                pharmaceutics14051065
                10.3390/pharmaceutics14051065
                9144420
                35631651
                c5946345-8bd2-4fae-a39c-7ba46a032dca
                History

                hydroxyurea,fetal hemoglobin,PK-PD,sickle cell disease,mean cell volume

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