Brand new computer language describes organismal traits to create computable species descriptions

Describing traits with Phenoscript is like programming a computer code for how an organism looks.

The beetle species Grebennikovius basilewskyi. Numbers next to arrows indicate patterns of phenotype statements explained in the section “Phenoscript: main patterns of phenotype statements”. Arrow numbers from T1 to T5 illustrate individual body parts. See more in the research study.

One of the most beautiful aspects of Nature is the endless variety of shapes, colours and behaviours exhibited by organisms. These traits help organisms survive and find mates, like how a male peacock’s colourful tail attracts females or his wings allow him to fly away from danger. Understanding traits is crucial for biologists, who study them to learn how organisms evolve and adapt to different environments.

To do this, scientists first need to describe these traits in words, like saying a peacock’s tail is “vibrant, iridescent, and ornate”. This approach works for small studies, but when looking at hundreds or even millions of different animals or plants, it’s impossible for the human brain to keep track of everything.

Computers could help, but not even the latest AI technology is able to grasp human language to the extent needed by biologists. This hampers research significantly because, although scientists can handle large volumes of DNA data, linking this information to physical traits is still very difficult.

To solve this problem, researchers from the Finnish Museum of Natural History, Giulio Montanaro and Sergei Tarasov, along with collaborators, have created a special language called Phenoscript. This language is designed to describe traits in a way that both humans and computers can understand. Describing traits with Phenoscript is like programming a computer code for how an organism looks.

Phenoscript uses something called semantic technology, which helps computers understand the meaning behind words, much like how modern search engines know the difference between the fruit “apple” and the tech company “Apple” based on the context of your search.

“This language is still being tested, but it shows a lot of promise. As more scientists start using Phenoscript, it will revolutionise biology by making vast amounts of trait data available for large-scale studies, boosting the emerging field of phenomics,”

explains Montanaro.

In their research article, newly published in the open-access, peer-reviewed Biodiversity Data Journal, the researchers make use of the new language for the first time, as they create semantic phenotypes for four species of dung beetles from the genus Grebennikovius. Then, to demonstrate the power of the semantic approach, they apply simple semantic queries to the generated phenotypic descriptions. 

Finally, the team takes a look yet further ahead into modernising the way scientists work with species information. Their next aim is to integrate semantic species descriptions with the concept of nanopublications, “which encapsulates discrete pieces of information into a comprehensive knowledge graph”. As a result, data that has become part of this graph can be queried directly, thereby ensuring that it remains Findable, Accessible, Interoperable and Reusable (FAIR) through a variety of semantic resources.

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Research paper:

Montanaro G, Balhoff JP, Girón JC, Söderholm M, Tarasov S (2024) Computable species descriptions and nanopublications: applying ontology-based technologies to dung beetles (Coleoptera, Scarabaeinae). Biodiversity Data Journal 12: e121562. https://doi.org/10.3897/BDJ.12.e121562

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The hereby study is the latest addition to the special topical collection: “Linking FAIR biodiversity data through publications: The BiCIKL approach”, launched and supported by the recently concluded Horizon 2020 project: Biodiversity Community Integrated Knowledge Library (BiCIKL). The collection aims to bring together scientific publications that demonstrate the advantages and novel approaches in accessing and (re-)using linked biodiversity data.

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What expert recommendations did the BiCIKL consortium give to policy makers and research funders to ensure that biodiversity data is FAIR, linked, open and, indeed, future-proof? Find out in the blog post summarising key lessons learnt from the Horizon 2020 project.

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BiCIKL partners sign the Leiden Declaration on FAIR Digital Objects

Key figures from Naturalis Biodiversity Center, Plazi and Pensoft were amongst the first to sign the Declaration at the closing session of the First International Conference on FAIR Digital Objects (FDO2022)

Several of the BiCIKL partners signed the Leiden Declaration on FAIR Digital Objects, thereby committing to “a new environment that works as a truly meaningful data space,” as framed by the organisers of the conference, whose first instalment turned out to be the perfect occasion for the formal publication of the pact. 

Key figures from Naturalis Biodiversity Center, Plazi and Pensoft were amongst the first to sign the Declaration at the closing session of the First International Conference on FAIR Digital Objects (FDO2022), which took place in October 2022 in Leiden, the Netherlands, where it was hosted by the Naturalis Biodiversity Center.

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The conference brought together key international technical, scientific, industry and science-policy stakeholders with the aim to boost the development and implementation of FAIR Digital Objects (FDOs) worldwide. It was organised by the FDO Forum, an initiative supported by major global initiatives and by a variety of regional and national initiatives with the shared goal to achieve a better coherence amongst the increasing number of initiatives working on FDO-based designs and implementations.  

By joining the Declaration’s signees, the BiCIKL partners formally committed to:

  • Support the FAIR guiding principles to be applied (ultimately) to each digital object in a web of FAIR data and services;  
  • Support open standards and protocols;
  • Support data and services to be as open as possible, and only as restricted as necessary;
  • Support distributed solutions where useful to achieve robustness and scalability, but recognise the need for centralised approaches where necessary;
    • Support the restriction of standards and protocols to the absolute minimum;
    • Support freedom to operate wherever possible;
    • Help to avoid monopolies and provider lock-in wherever possible.

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During the event, Plazi and Pensoft held a presentation demonstrating how their Biodiversity Literature Repository turns taxonomic treatments ‘locked’ in legacy scientific literature into FAIR Digital Objects. As a result of the collaboration between Plazi and Pensoft – a partnership long-preceding their involvement in BiCIKL – this workflow has also been adapted to modern-day publishing, in order to FAIRify data as soon as it is published.

A slide from the Plazi presentation at the FDO2022, Leiden, the Netherlands. Credit: Plazi.

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Ahead of FDO2022, all submitted conference abstracts – including the one associated with Plazi’s presentation – were made publicly available in a collection of their own in Pensoft’s open-science journal Research Ideas and Outcomes (RIO). Thus, not only did the organisers make the conference outputs available to the participants early on, so that they can familiarise themselves with the upcoming talks and topics in advance, but they also ensure that the contributions are permanently preserved and FAIR in their own turn. 

The conference collection, guest edited by Tina Loo (Naturalis Biodiversity Center), contains a total of 51 conference abstracts, where each is published in HTML, XML and PDF formats, and assigned with its own persistent identifier (DOI) just like the collection in its entirety (10.3897/rio.coll.190).

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Read more about the declaration and sign it yourself from this link. You can also follow the FDO Forum on Twitter (@FAIRDOForum).

One Biodiversity Knowledge Hub to link them all: BiCIKL 2nd General Assembly

The FAIR Data Place – the key and final product of the partnership – is meant to provide scientists with all types of biodiversity data “at their fingertips”

The Horizon 2020 – funded project BiCIKL has reached its halfway stage and the partners gathered in Plovdiv (Bulgaria) from the 22nd to the 25th of October for the Second General Assembly, organised by Pensoft

The BiCIKL project will launch a new European community of key research infrastructures, researchers, citizen scientists and other stakeholders in the biodiversity and life sciences based on open science practices through access to data, tools and services.

BiCIKL’s goal is to create a centralised place to connect all key biodiversity data by interlinking 15 research infrastructures and their databases. The 3-year European Commission-supported initiative kicked off in 2021 and involves 14 key natural history institutions from 10 European countries.

BiCIKL is keeping pace as expected with 16 out of the 48 final deliverables already submitted, another 9 currently in progress/under review and due in a few days. Meanwhile, 21 out of the 48 milestones have been successfully achieved.

Prof. Lyubomir Penev (BiCIKL’s project coordinator Prof. Lyubomir Penev and CEO and founder of Pensoft) opens the 2nd General Assembly of BiCIKL in Plovdiv, Bulgaria.

The hybrid format of the meeting enabled a wider range of participants, which resulted in robust discussions on the next steps of the project, such as the implementation of additional technical features of the FAIR Data Place (FAIR being an abbreviation for Findable, Accessible, Interoperable and Reusable).

This FAIR Data Place online platform – the key and final product of the partnership and the BiCIKL initiative – is meant to provide scientists with all types of biodiversity data “at their fingertips”.

This data includes biodiversity information, such as detailed images, DNA, physiology and past studies concerning a specific species and its ‘relatives’, to name a few. Currently, the issue is that all those types of biodiversity data have so far been scattered across various databases, which in turn have been missing meaningful and efficient interconnectedness.

Additionally, the FAIR Data Place, developed within the BiCIKL project, is to give researchers access to plenty of training modules to guide them through the different services.

Halfway through the duration of BiCIKL, the project is at a turning point, where crucial discussions between the partners are playing a central role in the refinement of the FAIR Data Place design. Most importantly, they are tasked with ensuring that their technologies work efficiently with each other, in order to seamlessly exchange, update and share the biodiversity data every one of them is collecting and taking care of.

By Year 3 of the BiCIKL project, the partners agree, when those infrastructures and databases become efficiently interconnected to each other, scientists studying the Earth’s biodiversity across the world will be in a much better position to build on existing research and improve the way and the pace at which nature is being explored and understood. At the end of the day, knowledge is the stepping stone for the preservation of biodiversity and humankind itself.


“Needless to say, it’s an honour and a pleasure to be the coordinator of such an amazing team spanning as many as 14 partnering natural history and biodiversity research institutions from across Europe, but also involving many global long-year collaborators and their infrastructures, such as Wikidata, GBIF, TDWG, Catalogue of Life to name a few,”

said BiCIKL’s project coordinator Prof. Lyubomir Penev, CEO and founder of Pensoft.

“I see our meeting in Plovdiv as a practical demonstration of our eagerness and commitment to tackle the long-standing and technically complex challenge of breaking down the silos in the biodiversity data domain. It is time to start building freeways between all biodiversity data, across (digital) space, time and data types. After the last three days that we spent together in inspirational and productive discussions, I am as confident as ever that we are close to providing scientists with much more straightforward routes to not only generate more biodiversity data, but also build on the already existing knowledge to form new hypotheses and information ready to use by decision- and policy-makers. One cannot stress enough how important the role of biodiversity data is in preserving life on Earth. These data are indeed the groundwork for all that we know about the natural world”  

Prof. Lyubomir Penev added.
Christos Arvanitidis (CEO of LifeWatch ERIC) at the 2nd General Assembly of the BiCIKL project.

Christos Arvanitidis, CEO of LifeWatch ERIC, added:

“The point is: do we want an integrated structure or do we prefer federated structures? What are the pros and cons of the two options? It’s essential to keep the community united and allied because we can’t afford any information loss and the stakeholders should feel at home with the Project and the Biodiversity Knowledge Hub.”


Joe Miller, Executive Secretary and Director at GBIF, commented:

“We are a brand new community, and we are in the middle of the growth process. We would like to already have answers, but it’s good to have this kind of robust discussion to build on a good basis. We must find the best solution to have linkages between infrastructures and be able to maintain them in the future because the Biodiversity Knowledge Hub is the location to gather the community around best practices, data and guidelines on how to use the BiCIKL services… In order to engage even more partners to fill the eventual gaps in our knowledge.”


Joana Pauperio (biodiversity curator at EMBL-EBI) at the 2nd General Assembly of the BiCIKL project.

“BiCIKL is leading data infrastructure communities through some exciting and important developments”  

said Dr Guy Cochrane, Team Leader for Data Coordination and Archiving and Head of the European Nucleotide Archive at EMBL’s European Bioinformatics Institute (EMBL-EBI).

“In an era of biodiversity change and loss, leveraging scientific data fully will allow the world to catalogue what we have now, to track and understand how things are changing and to build the tools that we will use to conserve or remediate. The challenge is that the data come from many streams – molecular biology, taxonomy, natural history collections, biodiversity observation – that need to be connected and intersected to allow scientists and others to ask real questions about the data. In its first year, BiCIKL has made some key advances to rise to this challenge,”

he added.

Deborah Paul, Chair of the Biodiversity Information Standards – TDWG said:

“As a partner, we, at the Biodiversity Information Standards – TDWG, are very enthusiastic that our standards are implemented in BiCIKL and serve to link biodiversity data. We know that joining forces and working together is crucial to building efficient infrastructures and sharing knowledge.”


The project will go on with the first Round Table of experts in December and the publications of the projects who participated in the Open Call and will be founded at the beginning of the next year.

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Learn more about BiCIKL on the project’s website at: bicikl-project.eu

Follow BiCIKL Project on Twitter and Facebook. Join the conversation on Twitter at #BiCIKL_H2020.

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All BiCIKL project partners: