Related Experiment Video
Updated: Feb 5, 2026

06:19
Chinese Herbal Retention Enema for the Treatment of Ulcerative Colitis
Published on: May 16, 2025
1.5K
[System modeling on Chinese herbal medicine process based on multi-block partial least squares]
Fei Sun1,2,3, Shu-Yi Zhan1,2,3, Ning Guo1,2,3
1School of Traditional Chinese Medicine, Guangdong Pharmaceutical University, Guangzhou 510006, China.
Summary
This study models Chinese herbal medicine processes using Panax notoginseng saponins (PNS). Multi-block partial least squares (MBPLS) identified raw material properties as key to tablet quality, improving process understanding.
Area of Science:
- Pharmacology and Pharmaceutical Sciences
- Traditional Chinese Medicine
- Process Analytical Technology (PAT)
Background:
- Establishing system models is crucial for precision and quality control in Chinese herbal medicine (CHM) manufacturing.
- Understanding mass transfer and quality attributes across process stages is essential for consistent CHM production.
Purpose of the Study:
- To develop a system model for the wet granulation-tableting process of Chinese herbal medicine.
- To analyze mass transmission rules and identify critical quality attributes influencing final product quality.
- To enhance the understanding of pharmaceutical process systems in traditional Chinese medicine.
Main Methods:
- Utilized the wet granulation-tableting process with Panax notoginseng saponins (PNS) as a model drug.
- Employed the multi-block partial least squares (MBPLS) method to build the system model.
- Divided quality attributes of raw materials, granules, and tablets into distinct data blocks for analysis.
Main Results:
- The MBPLS model demonstrated good performance with R²Y of 89.1% and Q²Y of 65.5%.
- Physical quality attributes of PNS raw materials and quality attributes of PNS granules were identified as key factors affecting PNS tablet quality.
- Particle size, bulk density, and tapped density of raw materials were critical quality attributes influencing granule and tablet variations.
Conclusions:
- MBPLS effectively quantifies unit contributions to product quality and analyzes interactions within CHM processes.
- The developed system model provides valuable insights into the wet granulation-tableting process for Panax notoginseng.
- This approach is applicable for building system models in other Chinese herbal preparation processes.
Keywords:
Panax notoginseng saponinsmulti-block partial least squaresquality by designquality transmissionMore Related Videos
Related Concept Videos
Punnett Squares
125.6K
Overview
125.6K
Root Mean Square
3.8K
If in an experiment, data values have a probability of being both positive and negative, neither the arithmetic mean, the geometric mean, nor the harmonic mean can be used to calculate the central tendency of the data set. In particular, if the positive and negative values are equally likely, the arithmetic mean is close to zero.
For example, consider the velocity of gas molecules in a container. The gas molecules are moving in different directions, which might impart positive and negative...
For example, consider the velocity of gas molecules in a container. The gas molecules are moving in different directions, which might impart positive and negative...
3.8K
Chi-square Analysis
44.0K
The chi-square test is a statistical hypothesis test. It is used to check whether there is a significant difference between an expected value and an observed value. In the context of genetics, it enables us to either accept or reject a hypothesis, based on how much the observed values deviate from the expected values.
The chi-square test was developed by Pearson in 1990.
The first step of performing a Chi-square analysis is to establish a null hypothesis, which assumes that there is no real...
The chi-square test was developed by Pearson in 1990.
The first step of performing a Chi-square analysis is to establish a null hypothesis, which assumes that there is no real...
44.0K
Steps in the Modeling Process
683
Albert Bandura's theory of observational learning identifies four critical processes: attention, retention, motor reproduction, and reinforcement or motivation.
Attention is the first necessary component for observational learning. It involves focusing on what the model is doing and saying. For example, if you decide to take a drawing class to enhance your skills, you need to pay close attention to the instructor's words and hand movements. The characteristics of the model significantly...
Attention is the first necessary component for observational learning. It involves focusing on what the model is doing and saying. For example, if you decide to take a drawing class to enhance your skills, you need to pay close attention to the instructor's words and hand movements. The characteristics of the model significantly...
683
Partial Fractions
224
A partial fraction is a component of a rational expression represented as the sum of simpler fractions. When a rational function is expressed as a ratio of two polynomials, it can often be decomposed into a sum of fractions whose denominators are simpler polynomials, typically linear or irreducible quadratic factors. This process is called partial fraction decomposition, and it is used to simplify complex expressions for integration, solving equations, or analysis.Partial fraction decomposition...
224
Chi-square Distribution
6.9K
How does one determine if bingo numbers are evenly distributed or if some numbers occurred with a greater frequency? Or if the types of movies people preferred were different across different age groups or if a coffee machine dispensed approximately the same amount of coffee each time. These questions can be addressed by conducting a hypothesis test. One distribution that can be used to find answers to such questions is known as the chi-square distribution. The chi-square distribution has...
6.9K

