Animal-Friendly Affinity Reagents: Replacing the Needless in the Haystack
Bibliographic record
Abstract
Millions of animals are used for the routine production of antibodies for research, monitoring, diagnostics, and therapeutics, although the true magnitude of use is unknown. The EU Directive on the protection of animals used for scientific purposes (2010/63/EU) requires that animals are not be used for scientific purposes where a non-animal alternative exists. Animal-friendly affinity reagents (AFAs) from non-immunised sources and produced by phage display are mature and available to replace animal immunisation methods for antibody production. In line with Directive 2010/63/EU, an EU-wide replacement programme must now take precedence. In this Opinion article, we outline recommended actions that must be prioritised. The multibillion-dollar global antibody industry produces an indispensable resource but that is generated using millions of animals. Despite the irrefutable maturation and availability of animal-friendly affinity reagents (AFAs) employing naïve B lymphocyte or synthetic recombinant technologies expressed by phage display, animal immunisation is still authorised for antibody production. Remarkably, replacement opportunities have been overlooked, despite the enormous potential reduction in animal use. Directive 2010/63/EU requires that animals are not used where alternatives exist. To ensure its implementation, we have engaged in discussions with the EU Reference Laboratory for alternatives to animal testing (EURL ECVAM) and the Directorate General for Environment to carve out an EU-led replacement strategy. Measures must be imposed to avoid outsourcing, regulate commercial production, and ensure that antibody producers are fully supported. The multibillion-dollar global antibody industry produces an indispensable resource but that is generated using millions of animals. Despite the irrefutable maturation and availability of animal-friendly affinity reagents (AFAs) employing naïve B lymphocyte or synthetic recombinant technologies expressed by phage display, animal immunisation is still authorised for antibody production. Remarkably, replacement opportunities have been overlooked, despite the enormous potential reduction in animal use. Directive 2010/63/EU requires that animals are not used where alternatives exist. To ensure its implementation, we have engaged in discussions with the EU Reference Laboratory for alternatives to animal testing (EURL ECVAM) and the Directorate General for Environment to carve out an EU-led replacement strategy. Measures must be imposed to avoid outsourcing, regulate commercial production, and ensure that antibody producers are fully supported. A young woman visiting her local supermarket to do her weekly shopping knows that, in this conscientious-consumer-driven society, she will be overwhelmed with choices that allow her to make informed decisions about her own environmental footprint, maintain a healthy lifestyle, and patronise non-exploitative industries. The information that helps her do so is clearly visible on the packaging of the shampoo especially formulated for sensitive skin and the nutrient-supplemented, low-sugar, fair-trade cereal that she chooses as she browses the aisles. However, on this occasion the main reason for her visit is to pick up a pregnancy test that will help her plan her future. She knows that the three items she has just selected will all contribute to protecting her family and the environment they live in, but does she know that, despite the reassuring information on the packaging, she has just picked up three items that still use animals? How is that possible? The shampoo conforms to EU cosmetics regulation 1223/2009 by not being tested on animals, the cereal is animal-product free, and the pregnancy test is a simple over-the-counter diagnostic test designed for home use. What the information on the packaging does not tell her about is the hidden use of animals in an affluent, US$80-billion industry that creates millions of animal-derived monoclonal and polyclonal antibodies (see Glossary) to detect a vast range of molecules indicative of state of health, safety, or the environment. Antibodies are used, for example, as an indispensable link in the health-care chain, contributing to enhanced patient care and reduced public health costs. Antibody-based tests are used to diagnose and monitor infectious or chronic diseases, to manage oncology treatment, or, in rapid-test format, often available over the counter, to monitor fertility, ovulation and pregnancy, sexually transmitted diseases, substances of abuse, and performance-enhancing drugs. Also, as a vital tool to safeguard the environment and consumer industry, antibodies may be used to detect or extract the alarming number of potential chemical contaminants, allergens, microbiologicals, natural toxins, food constituents, pharmaceutical and veterinary drugs, hormones, metals, agricultural contaminants, and pesticides that can exist in our food, beverages, and water. They can predict the safe limit for a potentially harmful ingredient in a cosmetic or household product or control the quality of biological agents such as vaccines or botulinum toxin. The tests that are employed in these examples appear to be far removed from animal experimentation since no animals were directly tested on. However, the molecule to be detected is repeatedly injected into the animal, initiating a hyperimmune response. Months later, antibodies are extracted and incorporated into an in vitro, animal-free test for the detection of the molecule. So in reality we are not replacing animals but simply substituting methods in which the animal use is direct for other methods where the animal use is buried several layers deep in the production process, and our ultimate aim, to replace needless animal use, is not achieved. Also overlooked are the sheer numbers of animals that are sacrificed to produce antibodies and the associated and unaccounted-for animal-welfare issues [1Reardon S. US government issues historic $3.5-million fine over animal welfare.Nat. News. 2016; (Published online May 20, 2016)https://doi.org/10.1038/nature.2016.19958Crossref Google Scholar, 2Leenaars P.P. et al.Assessment of side effects induced by injection of different adjuvant–antigen combinations in rabbits and mice.Lab. Anim. 1998; 32: 387-406Crossref PubMed Scopus (70) Google Scholar]. Measures to improve animal-welfare standards by reducing or refining animal-derived antibody production methods were initiated in 1998 following the publication of a statement by the European Centre for the Validation of Alternative Methods (ECVAM) scientific advisory committee. This statement recommended that, following the immunisation protocol, the propagation of monoclonal antibodies in the ascites of the abdominal cavity was no longer scientifically necessary. Accordingly, competent authorities in European Member States responsible for the implementation of EU legislation regarding the welfare of animals used for scientific purposes should now no longer authorise project license applications proposing antibody propagation by the ascites method. Recommendations for refining methods for producing polyclonal antibodies were also published. Remarkably, workshop reports that were distributed to all EU Member State competent authorities highlighted advances in novel recombinant DNA-based technologies and direct cloning into plasmids. These reports envisaged that, ‘in the near future’, phage display, an advanced technology capable of producing binders ‘without prior immunisation of B cell donors (would) avoid the need to use living animals’ [3Marx U. et al.Monoclonal antibody production.ATLA. 1997; 25: 121-137Google Scholar, 4Leenaars M. et al.The production of polyclonal antibodies in laboratory animals.ATLA. 1999; 27: 79-102Google Scholar, 5European Centre for the Validation of Alternative MethodsStatement on the Scientific Acceptability and Practical Availability of in vitro Methods for the Production of Monoclonal Antibodies.1998Google Scholar]. So looking back, this discrepancy with reality is not easy to understand. Eighteen years later, immunised animals are still heavily relied on for hybridoma (monoclonal–with subsequent amplification in vitro), polyclonal, and even some recombinant antibody production methods. There are ∼123 EU companies offering ∼714 000 catalogue antibodies produced either in-house or through international collaborations (more than 2.5 billion worldwide). Furthermore, undetermined numbers of antibodies are generated through custom-made production by companies and research institutes. Demand is set to increase because the number of antibodies that could be generated in the future, including variants, in all different immunoassays, appears to be limitless. The human genome has 20 000–25 000 protein-encoding genes. Due to alternative mRNA splicing and post-translational modifications, the number of proteins and the potential for the generation of antibodies exceed this number tenfold. It is not uncommon to see hundreds of antibodies generated for the same target (e.g., more than 900 for P53 [6Taussig M.J. et al.ProteomeBinders: planning a European resource of affinity reagents for analysis of the human proteome.Nat. Methods. 2007; 4: 13-17Crossref PubMed Scopus (210) Google Scholar, 7Hust M. et al.A human ScFv Ab generation pipeline for proteome research.J. Biotechnol. 2011; 152: 159-170Crossref PubMed Scopus (102) Google Scholar]). Larger numbers of animals are required to increase the chances of success if the desired antibody is expected to distinguish closely related isoforms within or across species or other subtle changes (e.g., phosphorylated versus non-phosphorylated targets). Yet the actual number of animals used to generate these antibodies is not known. According to the latest EU statistics on the number of animals used for scientific purposes [8European CommissionSeventh Report from the Commission to the Council and the European Parliament on the Statistics on the Number of Animals Used for Experimental and Other Scientific Purposes in the Member States of the European Union COM(2013)859/final.2013Google Scholar], animal procedures (see Glossary) for antibody production are immersed into 3 different categories, that includes all animal procedures for ‘production and quality control of products and devices for human/veterinary medicine and dentistry’ (categories 2.4 and 2.5) and ‘other’ (category 2.9). While the combined total number of animals used in these three categories is 2.7 million, or 23.18% of total animal use, it is not possible to determine what proportion of this animal use is attributed to the production of antibodies alone. Only two of the EU Member State countries publish this information in their own national statistics. In 2013, the UK reported the use of 9522 animals to produce antibodies (1433 monoclonal and Statistics of Scientific on of the combined total use of animals in categories and the number used in cosmetics a on animal use was In the same The used more than the number of animals to produce with animals and over or of the combined total use of animals in these three These statistics no into the on animals because antibodies are also in countries where animal welfare is and into the Directive 2010/63/EU on the protection of animals used for scientific and in Parliament and Council of the European 2010/63/EU of the European Parliament and of the Council of on the of Animals Used for Scientific Scholar]. The are the the use of animals in scientific research and are in national and international legislation the use of animals in scientific The Directive to and the of non-animal alternative that could the same or of information as from animal the of replacement and of the Directive that a scientifically or testing not the use of live animals, be used of a and that an animal should not be out if or testing for the not the use of a live animal, is the legislation of the It requires that competent in Member and authorise including using methods for diagnostics, or production, such as the commercial production of The Directive also that Commission should also the reduction and of the use of animals in as of the to alternative to the use of animals, the of the are in of the Directive and and the and use of alternatives to procedures including in the of and research and the of alternative Union as a for the of information on the of alternative and public and information on alternative and their state of and and all in industry, consumer and animal-welfare with a to the international and of alternative has over the 20 years and antibody production by animal-friendly methods has to a of scientific that animal immunisation numbers of different animal affinity reagents (AFAs) have been or are They are generated of living and are available to replace animal immunisation for a range of are selected in vitro by or These are but also affinity reagents such as and [6Taussig M.J. et al.ProteomeBinders: planning a European resource of affinity reagents for analysis of the human proteome.Nat. Methods. 2007; 4: 13-17Crossref PubMed Scopus (210) Google Scholar, S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar]. In this Opinion article, we on recombinant antibodies produced by phage display because they are the mature and with the scientific than being to or antibodies produced by phage display are the article, the same biological that are employed by the in and that are also to produce animal-derived antibodies The phage display antibodies are and from produced in This the within Directive 2010/63/EU for a non-animal alternative to the same or of information as the animal its regarding such as implementation, scientific and being to pharmaceutical applications still with the that these to all antibodies and other produced by phage display than being and project applications for antibody production in animals, from to commercial are still authorised by Member State competent These are in of the in and on on in response. of to of from animal animals required for from animal animals required for M. et al.A human ScFv Ab generation pipeline for proteome research.J. Biotechnol. 2011; 152: 159-170Crossref PubMed Scopus (102) Google Scholar, S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, et natural the of in vitro display Biotechnol. 2011; PubMed Scopus Google Scholar, et display for the generation of antibodies for proteome research, and 2011; PubMed Scopus Google Scholar, et a of antibodies to 20 human by phage PubMed Scopus Google and for and immunisation and animal cell for S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google or for of for and of antibody from or for of and for of and of of to from the of the natural (e.g., toxins, closely related may limit to including toxins, and closely related May to and strategy. Antibodies to S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, et natural the of in vitro display Biotechnol. 2011; PubMed Scopus Google Scholar, et a of antibodies to 20 human by phage PubMed Scopus Google by of antibody to of for reduced or directly and for affinity on immunisation and of on immunisation S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, antibodies used in PubMed Scopus Google Scholar, et natural the of in vitro display Biotechnol. 2011; PubMed Scopus Google Scholar, et a of antibodies to 20 human by phage PubMed Scopus Google Scholar, et phage display to PubMed Scopus Google to by of biological and can be to or by affinity to by and affinity of the B cell to and by S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, et natural the of in vitro display Biotechnol. 2011; PubMed Scopus Google Scholar, et a of antibodies to 20 human by phage PubMed Scopus Google to for scientific of antibody to target of by in cell not produces of selected antibody but can May or binders and in the same that they may not the same target and must be May or M. et al.A human ScFv Ab generation pipeline for proteome research.J. Biotechnol. 2011; 152: 159-170Crossref PubMed Scopus (102) Google Scholar, antibodies used in PubMed Scopus Google Scholar, with antibodies for PubMed Scopus Google Scholar, S. et by analysis of using of in as a 2007; PubMed Scopus Google or with produces including monoclonal and polyclonal with all laboratory available on the generated by the and success of the control over M. et al.A human ScFv Ab generation pipeline for proteome research.J. Biotechnol. 2011; 152: 159-170Crossref PubMed Scopus (102) Google Scholar, S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, et of polyclonal antibody using phage Google of by for and by for two rabbits or and by S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google to and target and possible for of immunisation to M. et al.A human ScFv Ab generation pipeline for proteome research.J. Biotechnol. 2011; 152: 159-170Crossref PubMed Scopus (102) Google Scholar, S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, et natural the of in vitro display Biotechnol. 2011; PubMed Scopus Google Scholar, et a of antibodies to 20 human by phage PubMed Scopus Google since from human B or these more for to antibody by or S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, et display for the generation of antibodies for proteome research, and 2011; PubMed Scopus Google Scholar, et phage display to PubMed Scopus Google of and in a range of cell in animal care and of immunisation and and in a range of cell S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google in a This should now be and project applications should be authorised in and of antibody production, to be on a Practical may be by to the of including that to and to the technology in their In the of competent the of a phage display and routine and will be to produce antibodies of affinity to produced using immunised animals for the vast of are in vitro available to improve antibody and other in where routine and does not produce the desired and is to animals. of from the B of immunised donors or animal on the the antibody for However, this produces a for the of antibodies to and should be in where in vitro affinity maturation have not produced a several have been or are in to generate binders to for example, the the EU programme and and the of these animal-free generation methods and the clearly that phage affinity reagents of not are to hybridoma but have hybridoma technology S. et recombinant antibodies to the human Biotechnol. PubMed Scopus Google Scholar, the generation of affinity Methods. PubMed Scopus Google Scholar]. These that this has been to an that products and of of the technology and the of the by the scientific In are other and commercial that have available online and example, M. et al.A human ScFv Ab generation pipeline for proteome research.J. Biotechnol. 2011; 152: 159-170Crossref PubMed Scopus (102) Google Scholar, Methods and Google Scholar, Methods and Google Scholar, M. et of human antibody PubMed Scopus Google Scholar]). and and the have picked up the technology to make animal-free antibodies available to not to produce antibodies can that phage antibodies and are for use in the in vitro and The of has reduced the on animal use to a However, these mature methods animal-derived antibody production and the technology by the scientific It is to the on of In of the and maturation of and the implementation of the through a imposed by Directive 2010/63/EU, it is that an EU-wide replacement programme must now take precedence. To this in of the as in Directive 2010/63/EU to the scientific and of alternative methods that are of to and research and we have engaged in discussions with the and Directorate General for Environment with a to out a for the replacement of animal-derived antibody production methods. have on the phage display antibody production as a scientifically and available alternative that a replacement as as the and alternative methods in for and testing However, in that the range of can be we other competent to with that the following actions are replacement of animal immunisation methods for antibody production the generation of polyclonal antibodies in animal the production of from animal to and the subsequent amplification of monoclonal antibodies by the ascites or and the use of animals for the production of recombinant within EU Member States or through international including the of antibodies and it can be on a that be should be to set up a for from animal for antibody production, in of the scientific and commercial availability of should be set up to the of to the These should of for in technologies to ensure that antibody producers are fully should be to ensure that animal-derived antibodies the EU to European standards to avoid in where animal welfare is should its of with its international to the production of and their subsequent and national are to the and EU an for the commercial production of household and food or to safeguard our health or the environment should this and no longer the or use of animal-derived antibodies and products to or extract of reports from the Commission to the Council and the European Parliament on the statistics on the number of animals used for and other scientific purposes should on the use of animals for antibody production as an production by phage display the same as employed by the in and for scientific research and commercial the antibodies produced by these methods are to the that recombinant antibodies the or of information as the animal as by Directive Despite the of in vitro technologies (see to a that to be overlooked antibodies used in PubMed Scopus Google Scholar], antibody production methods have our a mature and used technology that is set to have an enormous on animal use to the that the on antibodies by health-care and all of research, and that it is to that, despite the of and the of to implementation, and despite the availability of companies offering antibodies are to be produced using animal immunisation It is even more that we are not to a programme of replacement of animal-derived antibody production To discussions that will issues and into an EU-led replacement to ensure that a is and that a for all antibody we have available a To see including such as or of in the of competent what to project for animal-derived antibody production a target exist to the of recombinant methods of antibody and use by research industry, and How can these be could be by industry, and to the routine production and of or to animal-derived antibody production, including their are the of recombinant antibody production methods over monoclonal and polyclonal antibody production can phage display antibody production be to produce the desired in a What can over animal-derived the does not produce an antibody with the desired and what methods can be used to improve these to animal immunisation including such as or of in the of competent what to project for animal-derived antibody production a target What exist to the of recombinant methods of antibody and use by research industry, and How can these be What could be by industry, and to the routine production and of or to animal-derived antibody production, including their What are the of recombinant antibody production methods over monoclonal and polyclonal antibody production How can phage display antibody production be to produce the desired in a What can over animal-derived the does not produce an antibody with the desired and what methods can be used to improve these to animal immunisation and other molecules that to a molecule of to or its of binders that are not from animal immunisation and do not the use of animals of production. hybridoma are injected into the cavity the initiating the of and the of an ascites of the that to a or and antibodies to or creates an and to an enhanced to subsequent the of that in the of and B lymphocyte B lymphocyte that to the are from the of immunised animals. These B are with B cell to by B cell or These antibodies are from the selected hybridoma an affinity that or proteins to a a a of this an antibody is to the either the or of the it to be on the to the where it is for subsequent the for the on the by different B cell research these antibodies are from the of immunised animals. use, or of an animal for or other scientific with or or which may the animal a of or or that by the of a in with veterinary generated in vitro using synthetic methods that avoid or replace the use of that the number of animals used on the and use of animals in procedures and or a that B lymphocyte used to affinity maturation and the to its to
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".