Quantitative structure‐activity relationship methods: Perspectives on drug discovery and toxicology

R Perkins, H Fang, W Tong… - … and Chemistry: An …, 2003 - Wiley Online Library
Quantitative structure—activity relationships (QSARs) attempt to correlate chemical structure
with activity using statistical approaches. The QSAR models are useful for various purposes …

Use of QSARs in international decision-making frameworks to predict ecologic effects and environmental fate of chemical substances.

MTD Cronin, JD Walker, JS Jaworska… - Environmental …, 2003 - ehp.niehs.nih.gov
This article is a review of the use, by regulatory agencies and authorities, of quantitative
structure-activity relationships (QSARs) to predict ecologic effects and environmental fate of …

Principles of QSAR modeling: comments and suggestions from personal experience

P Gramatica - International Journal of Quantitative Structure-Property …, 2020 - igi-global.com
At the end of her academic career, the author summarizes the main aspects of QSAR
modeling, giving comments and suggestions according to her 23 years' experience in QSAR …

A historical excursus on the statistical validation parameters for QSAR models: a clarification concerning metrics and terminology

P Gramatica, A Sangion - Journal of chemical information and …, 2016 - ACS Publications
In the last years, external validation of QSAR models was the subject of intensive debate in
the scientific literature. Different groups have proposed different metrics to find “the best” …

QSARINS: A new software for the development, analysis, and validation of QSAR MLR models

P Gramatica, N Chirico, E Papa, S Cassani, S Kovarich - 2013 - Wiley Online Library
QSARINS (QSAR‐INSUBRIA) is a new software for the development and validation of
multiple linear regression Quantitative Structure‐Activity Relationship (QSAR) models by …

Real external predictivity of QSAR models: how to evaluate it? Comparison of different validation criteria and proposal of using the concordance correlation coefficient

N Chirico, P Gramatica - Journal of chemical information and …, 2011 - ACS Publications
The main utility of QSAR models is their ability to predict activities/properties for new
chemicals, and this external prediction ability is evaluated by means of various validation …

Real external predictivity of QSAR models. Part 2. New intercomparable thresholds for different validation criteria and the need for scatter plot inspection

N Chirico, P Gramatica - Journal of chemical information and …, 2012 - ACS Publications
The evaluation of regression QSAR model performance, in fitting, robustness, and external
prediction, is of pivotal importance. Over the past decade, different external validation …

Guidance on tiered risk assessment for plant protection products for aquatic organisms in edge‐of‐field surface waters

EFSA Panel on Plant Protection Products and … - EFSA …, 2013 - Wiley Online Library
EFSA's Panel on Plant Protection Products and their Residues (PPR) was tasked to revise
the Guidance Document (GD) on Aquatic Ecotoxicology under Council Directive …

Comments on the Definition of the Q2 Parameter for QSAR Validation

V Consonni, D Ballabio… - Journal of chemical …, 2009 - ACS Publications
This paper deals with the problem of evaluating the predictive ability of QSAR models and
continues the discussion about proper estimates of the predictive ability from an external …

Evaluation of model predictive ability by external validation techniques

V Consonni, D Ballabio… - Journal of chemometrics, 2010 - Wiley Online Library
This paper deals with the problem of evaluating the predictive ability of regression models.
In some cases, model validation by internal cross‐validation technique is not enough and …