AI-assisted design and optimization of two smart green HPLC methods for simultaneous determination of some antiviral drugs

• Two AI-assisted HPLC methods developed for DTG, 3TC, and ABA determination. • Methods validated per ICH Q2(R2) for accuracy, precision, and linearity. • Gradient and isocratic modes tailored for binary and ternary formulations. • Smart chemistry approach combines GAC, WAC, and AI-driven optimization. • Fast, eco-friendly methods suitable for routine pharmaceutical QC labs. Two novel high-performance liquid chromatography (HPLC) methods were developed and validated for the determination of dolutegravir (DTG), lamivudine (3TC), and abacavir (ABA) in pharmaceutical formulations. In this study, AI engines such as Copilot, ChatGPT 5.2, Gemini, and Perplexity were integrated into HPLC method development. The selected predicted conditions underwent experimental optimization, validation, and refinement. Their practical implementation significantly improved efficiency and accuracy in the analytical process. The first method, an isocratic HPLC, was designed for the simultaneous quantification of DTG and 3TC using an XBridge® C18 column and a mobile phase of acetonitrile:phosphate buffer (pH 3.5, 50:50 v/v ). Detection was performed at 258.0 nm for DTG and 275.0 nm for 3TC. The second method, a gradient HPLC, enabled the simultaneous quantification of DTG, 3TC, and ABA on a Spherisorb® ODS2 C18 column with methanol and TEA/TFA buffer (pH 3.15) as the mobile phase. Detection wavelengths were 258.0, 278.0, and 294.0 nm for DTG, 3TC, and ABA, respectively. The calibration ranges were wide and showed excellent linearity. Both techniques were validated in accordance with ICH Q2(R2) guidelines. The approaches align with smart analytical chemistry principles, combining green and white analytical chemistry (GAC and WAC) with AI-driven method development, resulting in accurate, fast, and sustainable techniques suitable for routine quality control applications.

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Publication Details

Journal
Green Analytical Chemistry
Published
2026-01-05
DOI
https://doi.org/10.1016/j.greeac.2026.100323
Primary Topic
Analytical Chemistry and Chromatography
Type
article
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article

AI-assisted design and optimization of two smart green HPLC methods for simultaneous determination of some antiviral drugs

Reem H. Obaydo, Asena Ayse Genc, Hayam M. Lotfy, M. Soner Bay et al.
Green Analytical Chemistry
Analytical Chemistry and Chromatography
article

AI-assisted design and optimization of two smart green HPLC methods for simultaneous determination of some antiviral drugs

Reem H. Obaydo, Asena Ayse Genc, Hayam M. Lotfy, M. Soner Bay, Gizem Tiris, Nevin Erk
article en

Abstract

• Two AI-assisted HPLC methods developed for DTG, 3TC, and ABA determination. • Methods validated per ICH Q2(R2) for accuracy, precision, and linearity. • Gradient and isocratic modes tailored for binary and ternary formulations. • Smart chemistry approach combines GAC, WAC, and AI-driven optimization. • Fast, eco-friendly methods suitable for routine pharmaceutical QC labs. Two novel high-performance liquid chromatography (HPLC) methods were developed and validated for the determination of dolutegravir (DTG), lamivudine (3TC), and abacavir (ABA) in pharmaceutical formulations. In this study, AI engines such as Copilot, ChatGPT 5.2, Gemini, and Perplexity were integrated into HPLC method development. The selected predicted conditions underwent experimental optimization, validation, and refinement. Their practical implementation significantly improved efficiency and accuracy in the analytical process. The first method, an isocratic HPLC, was designed for the simultaneous quantification of DTG and 3TC using an XBridge® C18 column and a mobile phase of acetonitrile:phosphate buffer (pH 3.5, 50:50 v/v ). Detection was performed at 258.0 nm for DTG and 275.0 nm for 3TC. The second method, a gradient HPLC, enabled the simultaneous quantification of DTG, 3TC, and ABA on a Spherisorb® ODS2 C18 column with methanol and TEA/TFA buffer (pH 3.15) as the mobile phase. Detection wavelengths were 258.0, 278.0, and 294.0 nm for DTG, 3TC, and ABA, respectively. The calibration ranges were wide and showed excellent linearity. Both techniques were validated in accordance with ICH Q2(R2) guidelines. The approaches align with smart analytical chemistry principles, combining green and white analytical chemistry (GAC and WAC) with AI-driven method development, resulting in accurate, fast, and sustainable techniques suitable for routine quality control applications.

Green Analytical ChemistryVol. 16
Cairo University (EG), Ankara University (TR), Bezmiâlem Vakıf Üniversitesi (TR), Analytical Engineering (United States) (US), Institut des Sciences Analytiques (FR)
Openalex Percentile: Top 97%
Analytical Chemistry and Chromatography
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