ONTOX Hackathon
Explore the conclusions from the Hackathon held on 21-23 April 2024 at the Utrecht Science Park
About The hackathon
Hack to save lives and avoid animal suffering
ARTIFICIAL INTELLIGENCE (AI) IN TOXICOLOGY is A POTENTIAL DRIVER FOR REDUCING/REPLACING LABORATORY ANIMALS IN THE FUTURE. WE LOOKED FOR SOLUTIONS AND INNOVATIVE IDEAS and hacked the complex challenges to MOVE FORWARD.
ONTOX hackathon, “Hack to save lives and avoid animal suffering“, was held from 21 to 23 April 2024 in Utrecht Science Park. The whole event was open to a diverse community of forward-thinkers and problem-solvers interested in the intersection of AI and ethical toxicology. The goal was to bring together passionate individuals who seek innovative solutions to critical challenges in toxicology.
ONTOX first hackathon featured renowned keynote speakers and industry experts who shared their insights and experiences in the field. Throughout the hackathon, participants engaged in breakout groups, collaborated with experts, and developed creative solutions to pressing issues. The event culminated in a pitch session, allowing teams to showcase their innovative ideas and findings.
Among the hackathon participants was a mix of gender, nationalities, and experiences. ONTOX hackathon had three overall groups in all established breakout groups:
- 51 representatives covering following categories: social scientists, legal/ethics, biomedical researchers, other scientific fields (E.g., computer, AI), pharma industry, cosmetics industry, food industry, chemical industry, and NGOs;
- 11 young students with different scientific areas of interest from various universities;
- 21 Early Stage Researchers from the ONTOX project.
Hackathon experts
Keynote speakers
Sunday 21st
April 16:45 – 17:30
Title: ToxAIcology – the future of toxicology is AI.
Presented by Professor Thomas Hartung – Director at Johns Hopkins Bloomberg School of Public Health
Monday 22nd
April 09:30 – 10:15
Title: The Future of Science is Animal Free.
Presented by Jay Ingram – Director Chemicals at Humane Society International.
Jury
- Chairman: Professor Mathieu Vinken at Vrije Universiteit Brussel – In Vitro Toxicology Team.
- Member: Professor (toxicology) Juliette Legler – Faculty of Veterinary Medicine of Utrecht University.
- Member: Doctor Manon Beekhuijzen, Section Head general, reproductive and developmental toxicology at Charles River Laboratories.
- Member: Doctor Ján Szöllös, Senior Director AI Platforms BD at Insilico Medicine.
Experts
Experts was considered as a “living library” for the participants.
The expert panel was available during the hackathon and could have been consulted by the participants / respective breakout-groups.
- Professor Thomas Hartung, Director at Johns Hopkins Bloomberg School of Public Health
- Professor Stefan Leijnen – Professor in Artificial Intelligence & Head of EU relations at AiNed
- Doctor Roelant Ossewaarde – University of Applied Science – Hogeschool Utrecht
- Associated professor Marc Teunis, Senior Data Scientist at Hogeschool Utrecht, Lab of Innovative Testing
- Doctor Arianna Giusti, Scientific Manager at Cosmetics Europe
- Mr. Jay Ingram – Director Chemicals at Humane Society International
- Doctor Tamara Zietek, Chief Executive Officer Science at Doctors Against Animal Experiments
- Doctor Erwin Roggen, CEO at 3Rs Management Consult ApS
- Postdoctoral researcher Janneke Hogervorst at PETA UK
- Doctor Predrag Kukic, Science Leader – Strategy and Bioinformatics at Unilever
- Doctor Gladys Ouedraogo, Senior Scientific officer at L’Oréal
Issue owners
An issue owner was appointed for each of the four issues. They made a short presentation for all participants on Sunday 21st April afternoon, and a more detailed lead-in and tailored presentation – including Q/A – to the breakout groups addressing the specific issue.
- Issue 1; How to drive the use of AI in chemical risk assessment?
Professor Thomas Hartung, Director at Johns Hopkins Bloomberg School of Public Health
- Issue 2: To predict or protect?
Doctor Arianna Giusti, Scientific Manager at Cosmetics Europe.
- Issue 3: How can we secure human health and environmental protection at the same time?
Doctor Tamara Zietek, Chief Executive Officer Science at Doctors Against Animal Experiments.
- Issue 4: How can we facilitate the transition from animal tests to full implementation of human relevant methods?
Doctor Predrag Kukic, Science Leader – Strategy and Bioinformatics at Unilever.
Coaches
The coaches led the hackathon. They introduced the participants to the “Hackathon” work methods, has been be proactive in their support of respective breakout-groups during their discussions, and provided some training prior respective breakout-groups pitches.
- Lene Topp, CEO and Science for Policy Facilitator in Topp Advice.
- Sven Retore, Facilitator at Visuality.
solved issues
During the intensive 3-day ONTOX hackathon, all participants dedicated their effort to solve 4 pressing issues:
Issue #1: How to drive the use of AI in chemical risk assessment?
Explore cutting-edge approaches to enhance the role of AI in assessing chemical risks and fostering safer environments
Artificial Intelligence (AI) is, in many aspects, seen to bring a wide array of economic and societal benefits to a wide range of sectors, including supporting the ambition to ensure a toxic-free environment.
“More than 160 million chemicals are known to humans. About 40 000 to 60 000 of them can be found in commerce; 6000 of these account for more than 99% of the total volume of chemicals in commerce globally. In 2017, the chemical industry was the second largest manufacturing industry in the world, and the trend is going upwards – chemicals sales are projected to almost double from 2017 to 2030”. (Guidance on chemicals and health, WHO)
Approximately 20 000 chemicals are registered in the EU under the Registration, Evaluation, Authorisation and Restriction of Chemicals (REACH). However, the number of chemicals constantly increases, and people/the environment are constantly exposed to a mixture of chemicals, leading to health effects (Living healthily in a chemical world, EEA).
The present modus operandi for testing chemicals is not sufficient to secure European citizens’ better protection from chemicals in the future. This is where AI is assumed to be a game changer capable of utilizing available big data with relevance for toxicological assessments and doing it very fast, efficiently, and with very high certainty. However, we need to ensure the necessary transparency in the algorithms used and thereby explainability and confidence in the outcomes of the models for chemical analysis and assessments when using AI, meaning future implementation must fulfil the intention described in future regulations, e.g., the EU AI act.
Additionally, it’s necessary to find solutions for sharing data for the benefit of creating big data and, at the same time, ensuring industrial intellectual property rights (IPR) in a competitive global world.
Considerations to find solutions
How to drive the use of AI in chemical risk assessment by addressing:
- Drivers (e.g., explainability, trust, transparency, etc.);
- Barriers (e.g., proprietarily owned AI, mistrust, uncertainties, etc.);
- Not only in a European perspective but in a global perspective/market.
Issue #2: To predict or protect?
Delve into the balance between predictive capabilities and protective measures when it comes to human health and environmental well-being
Traditionally, toxicological testing has been hazard-oriented – assessing if a chemical substance is toxic or non-toxic in order to secure the safety and protection of humans and the environment when exposed to chemical substances. This approach does not include the intended use and that chemical substances might be used in different applications and, as a result that potential exposure might influence the probability of adverse outcomes.
“More than 160 million chemicals are known to humans. About 40 000 to 60 000 of them can be found in commerce; 6000 of these account for more than 99% of the total volume of chemicals in commerce globally. In 2017, the chemical industry was the second largest manufacturing industry in the world, and the trend is going upwards – chemicals sales are projected to almost double from 2017 to 2030”. (Guidance on chemicals and health, WHO)
Approximately 20 000 chemicals are registered in the EU under the Registration, Evaluation, Authorisation and Restriction of Chemicals (REACH). However, the number of chemicals constantly increases, and people/the environment are constantly exposed to a mixture of chemicals, leading to health effects (Living healthily in a chemical world, EEA).
The current safety assessment of chemicals aims to predict a potential toxic effect on humans or in the environment based on the characteristics and properties of a chemical. However, such an approach does not take into account whether people will be exposed to such a chemical or not.
- If there is no exposure to the chemical in the anticipated use, there is no significant risk. If that’s the case, you might reduce the number of tests needed to predict the toxicity of chemicals with these specific applications.
- However, for those chemical substances where there is a high level of certainty and a low probability and that people will be exposed, you may conclude there is a minimal risk for that specific chemical in that specific application.
- Opposite, if there is a low level of uncertainty and a high probability that people will be exposed to a toxic substance, you can conclude there is potential high risk, and that requires a clear risk management strategy.
- If there is a probability of exposure combined with high uncertainty, you need more testing using human-relevant models, e.g., new approach methodologies (NAMs), to assess the potential risk.
Besides the issue of exposure, it is impossible to prove the absence of something that is absent. In other words, absence of evidence is not evidence of absence – meaning in this context, absence of evidence of no risk is not evidence of a risk.
Discussion
If we want to make the transition from the prediction of toxicological characteristics of substances to the protection of humans and the environment, how can we address:
- Drivers, e.g., risk communication and risk perception;
- Barriers, e.g., how to deal with uncertainty and risk aversion;
- How far should we go to prove safety?
Issue #3: How can we secure human health and environmental protection at the same time?
Discuss strategies for achieving dual objectives—ensuring human health and safeguarding the environment—through innovative technologies and practices
EU has agreed on a future strategy striving to be the first climate-neutral contingent – “The European Green Deal”*. The strategy describes both the protection of the environment and at the same time, how to ensure healthy food to the population, safe and sustainable transport, energy, and industry.
The question is if securing health and environmental protection are opposing interests or, in fact, are following converging objectives. The European Green Deal addresses both human health and protection of the environment from a holistic perspective. However, there might be areas of interest – or some aspects – where a clear answer is not given on potential contradictions. As an example, is it possible to produce healthy food in an economically sustainable way without any negative effect on the environment. Derived from such dilemma’s, what to prioritize or how to mitigate?
Discussion
How to prevent that securing human health and environmental protection results in contrary interest addressing:
- Drivers, e.g., safer & more sustainable by design, tools to reduce costs (productions);
- Barriers, e.g., requirements of commercial openness are hampering business (IP-related issues, competence, and expertise), and is it too costly?;
- Which stakeholder is to be involved?
*The European Green Deal is a set of policy initiatives by the European Commission aims to protect the health and well-being of citizens from environment-related risks and impacts. At the same time, this transition must be just and inclusive. It must put people first, and pay attention to the regions, industries and workers who will face the greatest challenges. The strategy describes how to protect and preserve the environment, and the strategy aims to: Protect our biodiversity and ecosystems; Reducing air, water, and soil pollution; Moving towards a circular economy; Improving waste management; Ensuring the sustainability of our blue economy and fisheries sectors.
Issue #4: How can we facilitate the transition from animal tests to full implementation of human-relevant methods?
Explore methods and ideas to accelerate the transition from traditional animal testing to more human-relevant and ethical approaches
EU Citizens’ Initiative “Save cruelty-free cosmetics – commit to a Europe without animal testing” has put pressure on EU Commission to accelerate the implementation of non-animal and human-relevant testing of chemical substances in the future.
However, scepticism related to new approach methodologies (NAMs), which include the use of Artificial Intelligence (AI), models with human cell culture (in vitro test methods), and computer-simulated models (in silico test methods), remains, claiming that uncertainties are a specific problem related to the use of NAMs. However, traditional laboratory test using living animals (in vivo test methods) does have similar uncertainties, and there are several examples of diseases caused by chemical exposure which are specific for respective species, e.g., rats versus human being, e.g., Thalidomide caused malformations in babies, neurodegenerative diseases, cancer research, and stroke.
“More than 160 million chemicals are known to humans. About 40 000 to 60 000 of them can be found in commerce; 6000 of these account for more than 99% of the total volume of chemicals in commerce globally. In 2017, the chemical industry was the second largest manufacturing industry in the world, and the trend is going upwards – chemicals sales are projected to almost double from 2017 to 2030”. (Guidance on chemicals and health, WHO)
Approximately 20 000 chemicals are registered in the EU under the Registration, Evaluation, Authorisation and Restriction of Chemicals (REACH). However, the number of chemicals constantly increases, and people/the environment are constantly exposed to a mixture of chemicals, leading to health effects (Living healthily in a chemical world, EEA).
Consequently, the present modus operandi for testing chemicals is not sufficient to secure better protection of European citizens from all existing and new chemicals in the future – the present traditional testing capacity is insufficient and acceptance of using animals for testing decreases.
However, the industry has experienced in several examples that the present regulations require an increased number of animal studies before chemicals are approved for use in specific applications (pharma, food, cosmetics, biocides, etc.). Alternative test methods, e.g., NAMs, are only fully accepted in relatively few areas, and regulatory authorities have traditionally required validation of NAMs, which includes benchmark with in vivo studies, before acceptance of these news methods. Assumption: Implementation of NAMs by industry is driven by full acceptance by regulatory authorities.
Discussion
How to drive the transition from animal test of chemicals to full implementation of human-relevant methods, e.g., NAMs addressing:
- Drivers, e.g., align current incentives to apply a probabilistic approach which include to assess exposure, identify the hazard, and perform the risk assessment;
- Barriers, e.g., are current guidelines and/or political agendas hampering the transition?;
- Do we need risk assessment paradigm shift, and if so – how?;
- Can we enforce equally validation of traditional animal in-vivo tests with NAMs in relation to uncertainties?
programme
SUNDAY | 21 APRIL 2024
16:00 – 16:30 Reception/registration
16:30 – 16:45 Welcome and practical issues
16:45 – 17:30 Key-note speaker
17:30 – 17:45 Introduction to the “hackathon process”
17:45 – 18:30 Short presentation of the four issues
18:30 – 19:00 Established teams – teambuilding / internal introduction
19:00 – 21:00 Team activities, Icebreaker followed by dinner
MONDAY | 22 APRIL 2024
09:00 – 09:30 Introduction to Day 2
09:30 – 10:15 Key-note speaker
10:15 – 10:30 Coffee break
10:30 – 11:30 Discussion in breakout-groups – the overall theme of the hackathon
11:30 – 12:00 Detailed intro of addressed issues to respective breakout-groups
12:00 – 18:30 Working in breakout-groups on respective issues – breaks for lunch and coffee included
18:30 – 21:00 Icebreaker and dinner
TUESDAY | 23 APRIL 2024
08:00 – 08:30 How to make a nice pitch – communicating your results
08:30 – 10:45 Breakout-groups finalise their presentations
10:45 – 11:00 Coffee break
11:00 – 13:00 Presentations from all breakout-groups
13:00 – 14:00 Lunch and jury evaluation
14:00 – 14:45 Jury moment and award of winner
14:45 – 15:00 Final remarks and sending home
Awards
The winning presenter of the pitch obtained free participation at the 22nd International Congress ESTIV. The winning team will be granted a small award for all team members.
Yifan Gao from CAAT Johns Hopkins University was awarded the title “Best Pitch” with an insightful discourse on “How to drive the use of AI in chemical risk assessment.” Gao’s innovative approach demonstrated a clear path towards leveraging AI for more effective risk evaluation processes.
The “NAM wizard” chatbot, the invention of Alexandra Schaffert, Ivo Djidrovski, PhD, Maryam Zare Jeddi, Bwanya Brian, Maria Kalyva, and Marie Corradi, won the “Best Solution” group prize. This interactive application smoothly incorporates NAMs (New Approach Methodologies) and Adverse Outcome Pathways information, based on large language models.
Publications
The Hackathon outcomes was be published in the ATLA journal as the Report of the First ONTOX Hackathon: Hack to Save Lives and Avoid Animal Suffering. The Use of Artificial Intelligence in Toxicology — A Potential Driver for Reducing/Replacing Laboratory Animals in the Future.
Abstract
The first ONTOX Hackathon of the EU Horizon 2020-funded ONTOX project was held on 21–23 April 2024 in Utrecht, The Netherlands. This participatory event aimed to collectively advance innovation for human safety through the use of Artificial Intelligence (AI), and hence significantly reduce reliance on animal-based testing. Expert scientists, industry leaders, young investigators, members of animal welfare organisations and academics alike, joined the hackathon.
Eight teams were stimulated to find innovative solutions for challenging themes, that were selected based on previous discussions between stakeholders, namely: How to drive the use of AI in chemical risk assessment?; To predict or protect?; How can we secure human health and environmental protection at the same time?; and How can we facilitate the transition from animal tests to full implementation of human-relevant methods?
The hackathon ended with a pitching contest, where the teams presented their solutions to a jury. The most promising solutions will be presented to regulatory authorities, industry, academia and non-governmental organisations at the next ONTOX Stakeholder Network meeting and taken up by the ONTOX project in order to tackle the above-mentioned challenges further.
The report comprises two parts: The first part highlights some of the lessons learnt during the planning and execution of the hackathon; the second part presents the outcome of the ONTOX Hackathon, which resulted in several innovative and promising solutions based on New Approach Methodologies (NAMs), and outlines ONTOX’s intended way forward.
Moreover, you can read the official press release to learn more about the Hackathon atmosphere and explore the Report of the First ONTOX Stakeholder Network Meeting, which led to the Hackathon’s organisation.
VIDEOS
Playlist
The venue
Utrecht Science Park (formerly know as De Uithof) is the largest of Utrecht University’s campuses, and is located in the east of the city. Utrecht Science Park houses most of the university’s faculties.
Address:
Padualaan 99 (Sunday and Monday), Padualaan 101 (Tuesday)
3584 CS, Utrecht
The Netherlands
Utrecht Science Park is home to the University Medical Center Utrecht, five faculties of the HU University of Applied Sciences, the Botanic Gardens, a number of research institutions and research businesses, student housing, sports and leasure facilities, restaurants and shops.

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