Related Experiment Video
Updated: Aug 5, 2025

Self-Nanoemulsification of Healthy Oils to Enhance the Solubility of Lipophilic Drugs
Published on: July 27, 2022
Investigating Key Molecular Descriptors Affecting Particle Size: A Predictive Exemplary Approach for Self-Emulsifying
Snehal Daware1, Vishvesh Raje1, Akanksha Patel1
1College of Pharmacy and Health Sciences, St. John's University, Queens, New York 11439, United States.
Drug molecules significantly impact self-nanoemulsifying drug delivery system globule size. Researchers identified key molecular descriptors correlating with particle size changes, aiding formulation development.
Area of Science:
- Pharmaceutical Sciences
- Drug Delivery Systems
- Physical Chemistry
Background:
- Self-nanoemulsifying drug delivery systems (SNEDDS) enhance solubility for poorly water-soluble drugs.
- Formulation parameters like oil:surfactant:cosolvent ratios influence SNEDDS globule size.
- The specific impact of drug molecules on SNEDDS particle size remains under-investigated.
Purpose of the Study:
- To investigate the correlation between drug molecular descriptors and the particle size of nanoemulsion droplets formed by SNEDDS.
- To identify specific molecular attributes that influence globule size upon drug incorporation into SNEDDS.
Main Methods:
- Prepared SNEDDS preconcentrates with 40 diverse drug molecules using medium chain triglycerides (oil), dimethylacetamide (DMA, cosolvent), and Kolliphor EL (surfactant).
- Analyzed globule size using dynamic light scattering after dispersing preconcentrates in water.
- Correlated particle size data with over 700 molecular descriptors using the PaDEL toolkit and SIMCA14 software.
- Employed genetic algorithms for descriptor screening and PLS-DA for data classification.
Main Results:
- Most drugs increased globule size in SNEDDS compared to blank formulations; some drugs caused a significant reduction.
- A panel of 5 molecular descriptors (SpMiSpMin2_Bhe, RNCS, TDB9i, JG17, ETA_Shape) were identified as significantly correlated with particle size.
- These descriptors effectively classified drug molecules based on their tendency to increase or decrease particle size.
Conclusions:
- Drug molecular properties are critical determinants of SNEDDS globule size, beyond traditional formulation ratios.
- The identified molecular descriptors offer valuable insights for predicting and controlling particle size in SNEDDS.
- This systematic approach aids in rational design of SNEDDS for improved drug solubility and delivery.
More Related Videos
Related Concept Videos
Factors Affecting Dissolution: Particle Size and Effective Surface Area
Precipitate Formation and Particle Size Control
The obtained precipitate should be either a pure substance of known composition or easily converted to one by a simple process, such as ignition or drying. In addition, the precipitate should be insoluble and easily filterable. In general, filterability...
Size-Exclusion Chromatography
Silica particles offer advantages such as rigidity,...
Entropy and Solvation
Factors Affecting Activity Coefficient
The activity coefficient value for an ion is close to one when the solution has almost zero ionic strength, i.e., when the solution shows close to ideal behavior. As the ionic strength of the solution increases from 0 to 0.1 mol/L, a...
Factors Affecting Dissolution: Drug pKa, Lipophilicity and GI pH
A drug's pKa and the pH of the gastrointestinal (GI) tract play crucial roles...

