Skip to main content
Log in

Preliminary Studies on Model Development for Rodent Toxicity and Its Interspecies Correlation with Aquatic Toxicities of Pharmaceuticals

  • Published:
Bulletin of Environmental Contamination and Toxicology Aims and scope Submit manuscript

Abstract

Environmental toxicity due to pharmaceuticals has been an issue of serious concern for long time. Development of chemometric models with reliable predictive power has been considered as an effective tool for the design of new drug agents with reduced or without ecotoxic potential. Considering a higher degree of similarity in genetic homology towards drug receptor with mammals, we have used a dataset of 194 compounds with reported rodent, fish, daphnia and algae toxicity data for extrapolation of their toxicity towards humans. Allowing for rodents as the most surrogate to human physiology, attempts have also been made to develop interspecies correlation models keeping rodent toxicity as dependent variable so that any drug without reported rodent toxicity can be predicted using fish, daphnia or algae toxicity data which can be consequently extrapolated to human toxicity. The developed models have been subjected to multiple validation strategies. Acceptable results have been obtained in both cases of direct and interspecies extrapolation quantitative structure–activity relationship models.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  • Ankley GT, Bennett RS, Erickson RJ, Hoff DJ, Hornung MW, Johnson RD, Mount DR, Nichols JW, Russom CL, Schmieder PK, Serrano JA, Tietge JE, Villeneuve DL (2010) Adverse outcome pathways: a conceptual framework to support ecotoxicology research and risk assessment. Environ Toxicol Chem 29:730–741

    Article  CAS  Google Scholar 

  • Berninger JP, Brooks BW (2010) Leveraging mammalian pharmaceutical toxicology and pharmacology data to predict chronic fish responses to pharmaceuticals. Toxicol Lett 193:69–78

    Article  CAS  Google Scholar 

  • Cerius 2 version 4.10 is a product of Accelrys Inc., San Diego, CA, USA (2005). Available via http://www.accelrys.com. Accessed 24 Aug 2012

  • Darlington RB (1990) Regression and linear models. McGraw Hill, New York

    Google Scholar 

  • Delistraty D (2000) Acute toxicity to rats and trout with a focus on inhalation and aquatic exposures. Ecotoxicol Environ Safe 46:225–233

    Article  CAS  Google Scholar 

  • Devillers J, Devillers H (2009) Prediction of acute mammalian toxicity from QSARs and interspecies correlations. SAR QSAR Environ Res 20:467–500

    Article  CAS  Google Scholar 

  • DRAGON version 6 software is offered by TALETE SRL, Italy (2010). Available via http://www.talete.mi.it/products/dragon_description.htm. Accessed 24 Aug 2012

  • Gunnarsson L, Jauhiainen A, Kristiansson E, Nerman O, Larsson DG (2008) Evolutionary conservation of human drug targets in organisms used for environmental risk assessments. Environ Sci Technol 42:5807–5813

    Article  CAS  Google Scholar 

  • Huggett DB, Cook JC, Ericson JF, Williams RT (2003) A theoretical model for utilizing mammalian pharmacology and safety data to prioritize potential impacts of human pharmaceuticals to fish. HERA 9:1789–1799

    CAS  Google Scholar 

  • Janardan SK, Olson CK, Schaeffer DJ (1984) Quantitative comparisons of acute toxicity of organic chemicals to rat and fish. Ecotoxicol Environ Safe 8:531–539

    Article  CAS  Google Scholar 

  • Kaiser KLE, Esterby SR (1991) Regression and cluster analysis of the acute toxicity of 267 chemicals to six species of biota and the octanol/water partition coefficient. Sci Total Environ 109–110:499–514

    Article  Google Scholar 

  • Kar S, Roy K (2010) First report on interspecies quantitative correlation of ecotoxicity of pharmaceuticals. Chemosphere 81:738–747

    Article  CAS  Google Scholar 

  • Kolpin DW, Furlong ET, Meyer MT, Thurman EM, Zaugg SD, Barber LR, Buxton HT (2002) Pharmaceuticals, hormones, and other organic wastewater contaminants in U.S streams, 1999–2000: a national reconnaissance. Environ Sci Technol 36:1202–1211

    Article  CAS  Google Scholar 

  • Mannhold R, Kubinyi H, Folkers G (eds) (2009) Molecular descriptors for chemoinformatics. Wiley-VCH, Weinheim

    Google Scholar 

  • MINITAB is a statistical software of Minitab Inc., USA (2004). Available via http://www.minitab.com. Accessed 24 Aug 2012

  • Mitra I, Saha A, Roy K (2010) Exploring quantitative structure–activity relationship studies of antioxidant phenolic compounds obtained from traditional Chinese medicinal plants. Mol Simul 36:1067–1079

    Article  CAS  Google Scholar 

  • Raimondo S, Jackson CR, Barron MG (2010) Influence of taxonomic relatedness and chemical mode of action in acute interspecies estimation models for aquatic species. Environ Sci Technol 44:7711–7716

    Article  CAS  Google Scholar 

  • Rogers D, Hopfinger AJ (1994) Application of genetic function approximation to quantitative structure–activity relationships and quantitative structure–property relationships. J Chem Inf Comput Sci 34:854–866

    Article  CAS  Google Scholar 

  • Roy K (2007) On some aspects of validation of predictive quantitative structure–activity relationship models. Expert Opin Drug Dis 2:1567–1577

    Article  CAS  Google Scholar 

  • Roy K, Das RN (2011) On extended topochemical atom (ETA) indices for QSPR studies. In: Castro EA, Hagi AK (eds) Advanced methods and applications in chemoinformatics. Research progress and new applications. IGI Global, PA, pp 380–411

    Chapter  Google Scholar 

  • Roy K, Mitra I (2012) On the use of the metric r 2 m as an effective tool for validation of QSAR models in computational drug design and predictive toxicology. Mini Rev Med Chem 12:491–504

    Article  CAS  Google Scholar 

  • Sanderson H (2011) Presence and risk assessment of pharmaceuticals in surface water and drinking water. Water Sci Technol 63:2143–2148

    Article  CAS  Google Scholar 

  • Sanderson H, Solomon KR (2009) Editorial: contaminants of emerging concern and challenges for ecotoxicology. Environ Toxicol Chem 28:1359–1360

    Article  CAS  Google Scholar 

  • Sanderson H, Thomsen M (2007) Ecotoxicological quantitative structure–activity relationships for pharmaceuticals. Bull Environ Contam Toxicol 79:331–335

    Article  CAS  Google Scholar 

  • Sanderson H, Thomsen M (2009) Comparative analysis of pharmaceuticals versus industrial chemicals acute aquatic toxicity classification according to the United Nations classification system for chemicals. Assessment of the (Q)SAR predictability of pharmaceuticals acute aquatic toxicity and their predominate acute toxic mode of action. Toxicol Lett 187:84–93

    Article  CAS  Google Scholar 

  • Seiler JP (2002) Pharmacodynamic activity of drugs and ecotoxicology—can the two be connected? Toxicol Lett 131:105–115

    Article  CAS  Google Scholar 

  • Snedecor GW, Cochran WG (1967) Statistical methods. Oxford & IBH, New Delhi

    Google Scholar 

  • UMETRICS SIMCA-P 10.0, Umea, Sweden (2002) Available via www.umetrics.com. Accessed 24 Aug 2012

  • Wold H (1966) Research papers in statistics. Wiley, New York

    Google Scholar 

  • Wold S (1995) PLS for multivariate linear modeling. In: van de Waterbeemd H (ed) Chemometric methods in molecular design. Wiley-VCH, Weinheim, pp 195–218

    Google Scholar 

  • Wold S, Sjostrom M, Eriksson L (2001) PLS-regression: a basic tool of chemometrics. Chemom Intell Lab Syst 58:109–130

    Article  CAS  Google Scholar 

Download references

Acknowledgments

The Council of Scientific and Industrial Research (CSIR), New Delhi is thankfully acknowledged for a fellowship to RND.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kunal Roy.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOCX 54 kb)

Rights and permissions

Reprints and permissions

About this article

Cite this article

Das, R.N., Sanderson, H., Mwambo, A.E. et al. Preliminary Studies on Model Development for Rodent Toxicity and Its Interspecies Correlation with Aquatic Toxicities of Pharmaceuticals. Bull Environ Contam Toxicol 90, 375–381 (2013). https://doi.org/10.1007/s00128-012-0921-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00128-012-0921-3

Keywords

Navigation