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Page 24                                         Pandey et al. J Transl Genet Genom 2021;5:22-36  I  http://dx.doi.org/10.20517/jtgg.2020.45
                                                [14]
               targeting the prevention of symptoms . The treatment approaches for relief of symptoms include blood
               transfusion and administration of antibiotics, opioids, and analgesics [3,14] . The treatments for symptoms
               prevention include induction of fetal hemoglobin (HbF), targeting HbS polymerization, targeting
               complications downstream of HbS polymerization, and curative intent therapies, which have recently been
               reviewed elsewhere [15,16] . This manuscript focuses on the application of hydroxyurea and the rationale for
               the development of an integrated population PK-PD model that may predict individual patient responses
               to therapy and identify optimal dosing strategies.

               Fetal hemoglobin (HbF; α γ ), the primary form of hemoglobin produced during fetal life, consists of two
                                      2 2
               α-globin subunits and two γ-globin subunits. After birth, expression of HbF is silenced as individuals
               transition to adult hemoglobin (HbA; α β ) production. Since individuals with SCA produce HbS instead
                                                 2 2
                                                               [17]
               of HbA, HbS polymerization leads to symptoms of SCA . Fetal hemoglobin inhibits HbS polymerization
                                                                                                       [18]
               by directly interfering with polymerization and by reducing the concentration of HbS production .
                                                                          [18]
               Hence, the elevation of HbF levels ameliorates the severity of SCA . The FDA approved drug for SCA
               that induces HbF is hydroxyurea (HU). Prior to being identified as a therapy for SCA, HU was used as a
               chemotherapeutic agent and in the treatment of HIV [19,20] . In individuals with SCA, HU reactivates HbF
               production, thereby decreasing HbS polymerization, as discussed previously. The therapeutic effects of HU
               include: increase in total hemoglobin by prolonging RBC life span; improvement in RBC hydration, thereby
               decreasing HbS concentration and reducing polymerization; improvement in RBC rheology; reduction
               of RBC-endothelial adhesion; and the potential increase in nitric oxide (NO), a potent vasodilator [17,21] .
               Hydroxyurea inhibits ribonucleotide reductase, an enzyme essential for DNA synthesis, thereby causing
               myelosuppression . Hydroxyurea is also associated with the normalization of usually elevated white blood
                              [22]
               cells (WBC) by the primary effects of myelosuppression and the secondary effects of reducing ischemic
               damage in the microvasculature [17,23,24] .


               Long-term follow-ups of HU treatment showed increased survival of patients with no increased risk of
               stroke, infection, or neoplasia [25,26] . Since HU therapy is associated with transient myelosuppression, routine
                                                                   [14]
               monitoring of blood counts is recommended during therapy . Routine laboratory monitoring during HU
               therapy showed that individuals with SCA have an increased percentage of fetal hemoglobin (HbF%), total
               hemoglobin level, and mean corpuscular volume (MCV) [27,28] . Although there is a large degree of individual
               variability in response, increases in HbF% and MCV in HU-treated patients can be used as a surrogate for
               medication adherence and clinical efficacy [29,30] .

               Hydroxyurea treatment challenges
               Heterogeneity of the disease and response
               The type and degree of severity of SCD disease manifestations vary widely from patient to patient, likely
               due to complex interactions between genetic and environmental disease modifiers. Additionally, patients
               with SCD have a variable response to treatment with HU . Some patients respond well, and some are
                                                                  [31]
               poor responders to HU as determined by the percentage increase in HbF [21,27] . One therapeutic approach
               for HU treatment is the personalization of a maximum tolerated dose (MTD) determined for individual
               patients after careful monitoring of biomarkers and treatment response [29,31] . However, there is wide inter-
               patient variability in the PK-PD of the drug inside the body [32-35] . This variability may arise due to each
               patient having a different genetic, metabolic, and physiological makeup.

               Timely and optimal prediction of dose
               Clinicians define MTD using an adaptive dosing approach. In this empirical approach, the dosing starts
                                                                                                       [14]
               at 15-20 mg/kg, and the patient is monitored for excessive myelosuppression at the 4-6 weeks mark .
                                                                                                    [14]
               The dose is then increased in steps of 5 mg/kg every eight weeks up to a maximum of 35 mg/kg . The
               therapeutic goal is to achieve an absolute neutrophil count of 1500-3000 cells/µL. The MTD determination
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