molecular formula C28H22F3N7O B1678881 Nilotinib CAS No. 641571-10-0

Nilotinib

Katalognummer: B1678881
CAS-Nummer: 641571-10-0
Molekulargewicht: 529.5 g/mol
InChI-Schlüssel: HHZIURLSWUIHRB-UHFFFAOYSA-N
Achtung: Nur für Forschungszwecke. Nicht für den menschlichen oder tierärztlichen Gebrauch.
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Beschreibung

Nilotinib ist ein Tyrosinkinase-Inhibitor der zweiten Generation, der in erster Linie zur Behandlung der chronisch-myeloischen Leukämie (CML) eingesetzt wird, die Philadelphia-Chromosom-positiv ist. Es wird unter dem Markennamen Tasigna vertrieben. This compound wirkt durch Hemmung der BCR-ABL-Tyrosinkinase, die durch die Philadelphia-Chromosomenabnormalität produziert wird und für die unkontrollierte Proliferation von Leukämiezellen verantwortlich ist .

Wirkmechanismus

Target of Action

Nilotinib is a transduction inhibitor that primarily targets BCR-ABL , c-kit , and PDGF . These targets play a crucial role in the development of various leukemias, including chronic myeloid leukemia (CML) . The BCR-ABL oncogene, in particular, is responsible for causing chronic myelogenous leukemia .

Mode of Action

This compound works by inhibiting the tyrosine kinase activity of the BCR-ABL protein . It binds to the ATP-binding site of the inactive conformation of ABL with a greater affinity than imatinib . This binding stabilizes the inactive conformation, thereby inhibiting the abnormal protein that signals cancer cells to multiply . This action helps to stop or slow the spread of cancer cells .

Biochemical Pathways

The primary biochemical pathway affected by this compound is the BCR-ABL pathway . This compound inhibits the tyrosine kinase activity of the BCR-ABL protein, which is a product of the BCR-ABL oncogene . This inhibition disrupts the signaling within leukemia cancer cells, thereby slowing or stopping their multiplication .

Pharmacokinetics

This compound is rapidly absorbed, with a peak serum concentration approximately 3 hours after dosing . The metabolism of this compound is primarily via hepatic cytochrome P450 (CYP) 3A4 . Exposure to this compound can be significantly reduced by the induction of CYP3A4 with rifampicin and significantly increased by the inhibition of CYP3A with ketoconazole . The bioavailability of this compound is increased by up to 82% when given with a high-fat meal compared with a fasted state .

Result of Action

The molecular and cellular effects of this compound’s action include the alteration of LPS-induced proinflammatory/anti-inflammatory cytokine mRNA levels by suppressing AKT/P38/SOD2 signaling . This compound treatment also significantly downregulates LPS-stimulated proinflammatory cytokine levels in primary microglia and primary astrocytes by altering P38/STAT3 signaling . In addition, this compound significantly reduces proinflammatory cytokine IL-1β, IL-6, and COX-2 levels and P38/STAT3 signaling in the brain in LPS-treated wild-type mice .

Action Environment

Environmental factors can influence the action, efficacy, and stability of this compound. For instance, the bioavailability of this compound is increased by up to 82% when given with a high-fat meal compared with a fasted state . This suggests that dietary factors can significantly influence the pharmacokinetics and, consequently, the efficacy of this compound. Moreover, the exposure to this compound can be significantly reduced by the induction of CYP3A4 with rifampicin and significantly increased by the inhibition of CYP3A with ketoconazole , indicating that the presence of other medications can also impact the action of this compound.

Wissenschaftliche Forschungsanwendungen

Nilotinib hat eine breite Palette an Anwendungen in der wissenschaftlichen Forschung, insbesondere in den Bereichen Chemie, Biologie, Medizin und Industrie. In der Medizin wird this compound zur Behandlung der chronisch-myeloischen Leukämie eingesetzt, indem die BCR-ABL-Tyrosinkinaseaktivität gehemmt und die Proliferation von Leukämiezellen verhindert wird . Darüber hinaus wurden this compound-Analoga synthetisiert und auf ihre Antiplättchenaktivität und Funktionalität in Bezug auf die Proliferation von Krebszellen bewertet . In der Chemie wird this compound als Modellverbindung für die Untersuchung der Synthese und Charakterisierung von Tyrosinkinaseinhibitoren verwendet. In der Industrie wird this compound bei der Entwicklung neuer pharmazeutischer Formulierungen und Arzneimittelverabreichungssysteme eingesetzt .

Wirkmechanismus

This compound entfaltet seine Wirkung durch selektive Hemmung der BCR-ABL-Tyrosinkinase, c-KIT und des Platelet-Derived Growth Factor-Rezeptors (PDGFR) . Es bindet an die ATP-Bindungsstelle von BCR-ABL und hemmt seine Tyrosinkinaseaktivität, wodurch die Phosphorylierung und Aktivierung von nachgeschalteten Signalwegen verhindert wird, die an Zellproliferation und -überleben beteiligt sind. This compound ist besonders wirksam bei Fällen von chronisch-myeloischer Leukämie, die gegenüber Imatinib, einem anderen Tyrosinkinase-Inhibitor, resistent sind .

Vorbereitungsmethoden

Nilotinib kann durch verschiedene Verfahren synthetisiert werden. Ein üblicher Syntheseweg umfasst die Umwandlung einer Verbindung der Formel (IV) in das Hydrochloridsalz von this compound. Dieser Prozess beinhaltet die Verwendung spezifischer Reagenzien und Bedingungen, um die Stabilität und Reinheit des Endprodukts zu gewährleisten . Ein weiteres Verfahren umfasst die Herstellung von trocken granulierten pharmazeutischen Zusammensetzungen von this compound durch Verdichten von Nilotinibhydrochlorid mit pharmazeutisch akzeptablen Hilfsstoffen . Zusätzlich beinhaltet ein Nanoherstellungsverfahren die Verwendung von N,N-Dimethylformamid und Polyvinylpyrrolidon, um eine stabile Nanomedikamentensuppe zu erzeugen, die dann sprühgetrocknet wird, um das Endprodukt zu erhalten .

Chemische Reaktionsanalyse

This compound unterliegt verschiedenen chemischen Reaktionen, darunter Oxidation, Reduktion und Substitution. Häufige Reagenzien, die in diesen Reaktionen verwendet werden, sind Oxidationsmittel, Reduktionsmittel und Nukleophile. Beispielsweise kann this compound über Benzanilidbildung in Wasser unter Verwendung von Native Chemical Ligation (NCL)-Chemie synthetisiert werden . Dieses Verfahren beinhaltet die Kupplung von Benzoyl- und Mercaptoanilinfragmenten unter Bildung aromatischer Amidbindungen. Die wichtigsten Produkte, die aus diesen Reaktionen gebildet werden, sind verschiedene Derivate von this compound mit potenziellen therapeutischen Anwendungen.

Analyse Chemischer Reaktionen

Nilotinib undergoes various chemical reactions, including oxidation, reduction, and substitution. Common reagents used in these reactions include oxidizing agents, reducing agents, and nucleophiles. For example, this compound can be synthesized via benzanilide formation in water using native chemical ligation (NCL) chemistry . This method involves the coupling of benzoyl and mercaptoaniline fragments to form aromatic amide bonds. The major products formed from these reactions include various derivatives of this compound with potential therapeutic applications.

Eigenschaften

IUPAC Name

4-methyl-N-[3-(4-methylimidazol-1-yl)-5-(trifluoromethyl)phenyl]-3-[(4-pyridin-3-ylpyrimidin-2-yl)amino]benzamide
Source PubChem
URL https://pubchem.ncbi.nlm.nih.gov
Description Data deposited in or computed by PubChem

InChI

InChI=1S/C28H22F3N7O/c1-17-5-6-19(10-25(17)37-27-33-9-7-24(36-27)20-4-3-8-32-14-20)26(39)35-22-11-21(28(29,30)31)12-23(13-22)38-15-18(2)34-16-38/h3-16H,1-2H3,(H,35,39)(H,33,36,37)
Source PubChem
URL https://pubchem.ncbi.nlm.nih.gov
Description Data deposited in or computed by PubChem

InChI Key

HHZIURLSWUIHRB-UHFFFAOYSA-N
Source PubChem
URL https://pubchem.ncbi.nlm.nih.gov
Description Data deposited in or computed by PubChem

Canonical SMILES

CC1=C(C=C(C=C1)C(=O)NC2=CC(=CC(=C2)C(F)(F)F)N3C=C(N=C3)C)NC4=NC=CC(=N4)C5=CN=CC=C5
Source PubChem
URL https://pubchem.ncbi.nlm.nih.gov
Description Data deposited in or computed by PubChem

Molecular Formula

C28H22F3N7O
Source PubChem
URL https://pubchem.ncbi.nlm.nih.gov
Description Data deposited in or computed by PubChem

DSSTOX Substance ID

DTXSID5042663
Record name Nilotinib
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Molecular Weight

529.5 g/mol
Source PubChem
URL https://pubchem.ncbi.nlm.nih.gov
Description Data deposited in or computed by PubChem

Physical Description

Solid
Record name Nilotinib
Source Human Metabolome Database (HMDB)
URL http://www.hmdb.ca/metabolites/HMDB0015595
Description The Human Metabolome Database (HMDB) is a freely available electronic database containing detailed information about small molecule metabolites found in the human body.
Explanation HMDB is offered to the public as a freely available resource. Use and re-distribution of the data, in whole or in part, for commercial purposes requires explicit permission of the authors and explicit acknowledgment of the source material (HMDB) and the original publication (see the HMDB citing page). We ask that users who download significant portions of the database cite the HMDB paper in any resulting publications.

Solubility

The solubility ... in aqueous solutions decreases with increasing pH, 2.01e-03 g/L
Record name Nilotinib
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Record name Nilotinib
Source Human Metabolome Database (HMDB)
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Mechanism of Action

Chronic myelogenous leukaemia (CML) is caused by the BCR-ABL oncogene. Nilotinib inhibits the tyrosine kinase activity of the BCR-ABL protein. Nilotinib fits into the ATP-binding site of the BCR-ABL protein with higher affinity than imatinib, over-riding resistance caused by mutations. The ability of AMN107 to inhibit TEL-platelet-derived growth factor receptor-beta (TEL-PDGFRbeta), which causes chronic myelomonocytic leukaemia, and FIP1-like-1-PDGFRalpha, which causes hypereosinophilic syndrome, suggests potential use of AMN107 for myeloproliferative diseases characterised by these kinase fusions (Stover et al, 2005; Weisberg et al, 2005). AMN107 also inhibits the c-Kit receptor kinase, including the D816V-mutated variant of KIT, at pharmacologically achievable concentrations, supporting potential utility in the treatment of mastocytosis, and gastrointestinal stromal tumours (Weisberg et al, 2005; von Bubnoff et al, 2005; Gleixner et al, 2006)., Nilotinib, an inhibitor of Bcr-Abl tyrosine kinase, is an antineoplastic agent. Chronic myelogenous leukemia (CML) is a clonal myeloproliferative disorder characterized by the expansion of hematopoietic cells carrying the Philadelphia chromosome (Ph), resulting from a reciprocal translocation of the long arms of chromosomes 9 and 22. A novel fusion gene is formed, Bcr-Abl, which encodes a constitutively active, cytoplasmic form of protein tyrosine kinase. The unregulated activity of the Abl tyrosine kinase in Bcr-Abl is the cause of CML. Nilotinib is an orally active aminopyrimidine-derivative tyrosine kinase inhibitor that functions through competitive inhibition at the ATP-binding site of Bcr-Abl, leading to the inhibition of tyrosine phosphorylation of proteins that are involved in the intracellular signal transduction that Bcr-Abl mediates., Clinical resistance to imatinib in CML has been attributed to several mechanisms, but point mutations in the Bcr-Abl kinase domain appear to the most common, occurring in 30-90% of patients who develop resistance. The ability of nilotinib to overcome imatinib resistance resulting from Bcr-Abl kinase domain mutations has been demonstrated in vitro. In preclinical studies in cell-line models, nilotinib inhibited most (32 of 33) imatinib-resistant Bcr-Abl kinase domain mutant forms., Nilotinib binds to and stabilizes the inactive conformation of the kinase domain of Abl protein. In vitro, nilotinib inhibited Bcr-Abl mediated proliferation of murine leukemic cell lines and human cell lines derived from patients with Ph+ CML. Under the conditions of the assays, nilotinib was able to overcome imatinib resistance resulting from Bcr-Abl kinase mutations, in 32 out of 33 mutations tested. In vivo, nilotinib reduced the tumor size in a murine Bcr-Abl xenograft model. Nilotinib inhibited the autophosphorylation of the following kinases at IC50 values as indicated: Bcr-Abl (20-60 nM), PDGFR (69 nM), c-Kit (210 nM), CSF-1R (125-250 nM) and DDR (3.7 nM)., It is an important challenge to better understand the mechanisms of tyrosine kinase inhibitors-induced apoptosis in CML cells. Thus, /the authors/ have investigated how this apoptosis can be modulated by extracellular factors. Apoptosis induced by imatinib and nilotinib was determined in BCR-ABL expressing cell lines and primary CML CD34+ cells. Both molecules induced apoptosis of BCR-ABL expressing cells. This apoptosis was inhibited by protein synthesis inhibition in both K562 and CML CD34+ cells. In K562, 80% inhibition of the BCR-ABL auto-phosphorylation by either imatinib or nilotinib induced a two fold increase in Bim-EL expression and induction of apoptosis in 48 hr. Bim accumulation preceded apoptosis induction which was completely abolished by depletion in Bim using shRNA. However, the anti-proliferative effect of imatinib was preserved in Bim-depleted cells. When K562 cells were cultured in a cytokine containing medium, the pro-apoptotic effect of nilotinib was decreased by 68% and this was related to a decrease in Bim-EL dephosphorylation and accumulation. Similarly, the presence of a combination of cytokines inhibited 88% of NIL- and 39% of IMA-induced apoptosis in primary CML CD34+ cells. In conclusion, both nilotinib and imatinib induce apoptosis through Bim accumulation independently of cell cycle arrest. However, the pro-apoptotic effect of both molecules can be attenuated by the presence of cytokines and growth factors, particularly concerning nilotinib. Thus BCR-ABL inhibition restores the cytokine dependence but is not sufficient to induce apoptosis when other signaling pathways are activated., For more Mechanism of Action (Complete) data for Nilotinib (7 total), please visit the HSDB record page.
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Record name Nilotinib
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Color/Form

White to slightly yellowish to slightly greenish yellow powder

CAS No.

641571-10-0, 923288-90-8
Record name Nilotinib
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Record name 4-methyl-N-[3-(4-methyl-1H-imidazol-1-yl)-5-(trifluoromethyl)phenyl]-3-{[4-(pyridin-3-yl)pyrimidin-2-yl]amino}benzamide
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Record name 4-Methyl-N-(3-(4-methyl-1H-imidazol-1-yl)-5-(trifluoromethyl)-phenyl)-3-((4-(pyridin-3-yl)pyrimidin-2-yl)amino)benzamide
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Record name Nilotinib
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Synthesis routes and methods I

Procedure details

To a 1 liter reactor was fed 40 g of 4-methyl-3-(4-(pyridine-3-yl)pyrimidin-2-ylamino)benzoic acid (0.13 mol), 200 ml of N-methylpyrrolidone (NMP) (5V) and 13 ml of thionyl chloride (0.18 mol). The reactor was heated to 60° C. and maintained at 60° C. for 1.5 hr. After 1.5 hr of heating, 31.5 g of 3-(trifluoromethyl)-5-(4-methyl-1H-imidazol-1-yl)benzenamine (0.13 mol) was fed into the reactor. The reactor was then heated to 90° C., and maintained for 30 minutes at this temperature. Then 200 ml (5V) of water was added. The resulting mixture was maintained for 2 hours at 90° C. Then, an additional 240 ml (6V) of N-methylpyrrolidone was added, followed by 26.5 ml of sodium hydroxide (47% aqueous) to raise the pH to 6.5-7. The reactor was then cooled to 40° C. and maintained for 3 hours. The mixture was then filtered and the filter cake was washed with ethanol and water. The washed material was then dried in a vacuum tray oven overnight to provide dry Nilotinib base (62.1 g, Yield 90%)
Quantity
40 g
Type
reactant
Reaction Step One
Quantity
13 mL
Type
reactant
Reaction Step Two
Quantity
31.5 g
Type
reactant
Reaction Step Three
Quantity
26.5 mL
Type
reactant
Reaction Step Four
Quantity
240 mL
Type
solvent
Reaction Step Five
Name
Quantity
200 mL
Type
solvent
Reaction Step Six
Quantity
200 mL
Type
solvent
Reaction Step Seven
Yield
90%

Synthesis routes and methods II

Procedure details

36.0 g 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide hydrochloride is dissolved in a solvent mixture of 576 mL of methanol and 44.61 mL of water at 52° C. The solution is heated up to 64-66° C. in 15 minutes and kept for 5 minutes at 66° C. Then the solution is cooled down at 42° C. in minutes and the solution is seeded. The suspension is kept for 2.5 hours at 42° C., cooled down within 7 hours at 20° C., and maintained at this temperature for 11 hours. The methanol solvate form SC of the hydrochloride salt of 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide is obtained.
Quantity
576 mL
Type
solvent
Reaction Step One
Name
Quantity
44.61 mL
Type
solvent
Reaction Step One

Synthesis routes and methods III

Procedure details

12 g 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide hydrochloride is dissolved in 192 mL of methanol and 21 ml of water at 52° C. The solution is heated to 64-66° C. in 10 minutes and let stand for 45 minutes. The solution is then cooled down in 3 hours at 0° C. The solution spontaneously crystallized before 0° C.; therefore, the cooling ramp was stopped at 20° C. and let stand with stirring for 2 days. The suspension is cooled down to 0° C. in 2 hours before filtration under vacuum to obtain form A of the hydrochloride salt of 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide.

Synthesis routes and methods IV

Procedure details

4.0 g 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide free base is dissolved in 60 mL methanol at 50° C. 1.05 equivalent (688.7 μL) of hydrochloric acid is added as a solution in 2 mL of methanol. The solution is let stand for 60 minutes at 50° C. The solution is cooled down to 42° C. and kept at this temperature for 15 minutes. A suspension of 4 mg of 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide hydrochloride in methanol (40 mg)/water (0.4 mg) homogenized for 10 seconds in an ultrasonic bath is added. The suspension is let stand for 2.5 hours at 42° C., then cooled down in 7 hours at 20° C. The suspension remains at 20° C. for 56 hours. The suspension is not filtrated before analysis. The dimethanol solvate form SB of the hydrochloride salt of 4-methyl-N-[3-(4-methyl-imidazol-1-yl)-5-trifluoromethyl-phenyl]-3-(4-pyridin-3-yl-pyrimidin-2-ylamino)-benzamide is obtained.
Quantity
60 mL
Type
reactant
Reaction Step One
Quantity
688.7 μL
Type
reactant
Reaction Step Two
Quantity
2 mL
Type
reactant
Reaction Step Two
Name
Quantity
0.4 mg
Type
reactant
Reaction Step Three
Quantity
40 mg
Type
reactant
Reaction Step Three

Retrosynthesis Analysis

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Precursor scoring Relevance Heuristic
Min. plausibility 0.01
Model Template_relevance
Template Set Pistachio/Bkms_metabolic/Pistachio_ringbreaker/Reaxys/Reaxys_biocatalysis
Top-N result to add to graph 6

Feasible Synthetic Routes

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Customer
Q & A

Q1: How does Nilotinib interact with its target, and what are the downstream effects of this interaction?

A1: this compound functions as a potent and selective inhibitor of the Bcr-Abl tyrosine kinase, a constitutively active kinase arising from the Philadelphia chromosome translocation found in chronic myeloid leukemia (CML). [, , ] It exerts its effect by competitively binding to the ATP-binding site of Bcr-Abl, thereby inhibiting tyrosine phosphorylation of downstream signaling proteins. [, ] This blockage disrupts critical pathways like JAK-STAT, cell cycle progression, and ABC transporter activity, ultimately leading to the inhibition of proliferation and induction of apoptosis in Bcr-Abl-expressing cells. [, , ]

Q2: What is the molecular formula and weight of this compound?

A2: The molecular formula of this compound is C28H22F3N7O, and its molecular weight is 539.5 g/mol. []

Q3: Is there any spectroscopic data available for this compound?

A3: While the provided research papers don't delve into detailed spectroscopic characterization, high-performance liquid chromatography is mentioned as a technique for measuring this compound plasma trough concentrations. []

Q4: What evidence supports the efficacy of this compound in treating CML?

A4: Numerous studies highlight this compound's efficacy in treating CML. Clinical trials like ENESTnd demonstrate its superiority over Imatinib in achieving higher rates of cytogenetic and molecular responses in newly diagnosed CML patients. [, , ] Further evidence stems from Phase II trials showcasing its effectiveness in Imatinib-resistant or -intolerant CML patients, achieving significant hematologic and cytogenetic responses. [, , ]

Q5: Are there any in vitro studies that support this compound's efficacy?

A5: Yes, in vitro studies using CML cell lines like K562 reveal this compound's potent inhibitory effects. It effectively inhibits Bcr-Abl autophosphorylation and proliferation at significantly lower concentrations compared to Imatinib, indicating its higher potency. [] Moreover, it effectively suppresses CML progenitor cell growth, primarily by inhibiting cell division. []

Q6: What are the known mechanisms of resistance to this compound in CML?

A6: Despite its efficacy, resistance to this compound can arise through various mechanisms. One major contributor is the emergence of mutations within the Bcr-Abl kinase domain, such as the T315I mutation, which hinders this compound binding. [, , , ] Other mechanisms include overexpression of anti-apoptotic proteins like BCL2 and upregulation of drug efflux pumps like MRP1, contributing to decreased intracellular drug concentrations. []

Q7: Does cross-resistance exist between this compound and other TKIs like Imatinib or Dasatinib?

A7: Yes, cross-resistance can occur, particularly with mutations in the Bcr-Abl kinase domain. While this compound demonstrates efficacy against many Imatinib-resistant mutations, certain mutations, like T315I, confer resistance to both. [, , , ] Interestingly, Dasatinib, due to its distinct binding mechanism, retains efficacy against some this compound-resistant mutations, including those affecting the F359 residue. []

Q8: Does this compound interact with drug transporters?

A9: Yes, research indicates that this compound interacts with the ABCB1 (MDR1) transporter, a drug efflux pump. [] This interaction can potentially impact its tissue distribution and efficacy, as ABCB1 actively transports substrates out of cells. []

Q9: What is the safety profile of this compound, and are there any potential long-term effects?

A10: While generally well-tolerated, this compound can cause adverse effects. Common side effects include rash, nausea, pruritus, and hematological abnormalities like neutropenia and thrombocytopenia. [, , ] Additionally, it has been linked to metabolic changes, including hyperglycemia, hyperlipidemia, and an increased risk of arterial occlusive events like peripheral artery disease. [, , ] Long-term use necessitates careful monitoring for these potential complications.

Q10: Are there any strategies to improve this compound delivery to specific targets or tissues?

A10: While the provided research papers primarily focus on this compound's systemic administration, future research could explore targeted delivery strategies. Nanocarrier-based drug delivery systems, for instance, hold potential for enhancing its accumulation in specific tissues like the bone marrow, potentially improving efficacy and minimizing off-target effects.

Q11: What biomarkers are being investigated for predicting this compound efficacy or monitoring treatment response?

A12: Monitoring BCR-ABL transcript levels via RT-PCR serves as a crucial biomarker for assessing treatment response and identifying potential resistance. [, , , ] Achieving deep molecular responses, like MR4.5 (BCR-ABL ≤ 0.0032%IS), is associated with favorable outcomes. [, ] Additionally, plasma trough concentrations of this compound have been correlated with molecular response, suggesting a potential role in treatment optimization. []

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