Microscopic animated view of a fluorescently stained biological structure with curved, three-lobed shape. It is red with blue outlining against a black background.
Introduction

What is the Impact of Human Activities on Europe's Seas? Exploring Biodiversity to Find Answers

Did you know that a single drop of seawater can be a place to live for a remarkable number of organisms? And which profound impact human activities have on the sea as an invaluable habitat?

Europe’s coasts and oceans are treasures of biodiversity, home to a myriad of plants and animals. These living beings play an integral role in the stability and sustainability of larger ecosystems. However, the effects of human activities on these fragile environments not only sound like threats: habitat degradation, pollution, biodiversity loss and climate change, just to name a few. These effects have raised a growing awareness of the urge to comprehend and address these adverse effects of human activities. The European Molecular Biology Laboratory (EMBL) has taken up this challenge and embarked on a mission:
 

Bird's eye view of a boat in clear water, surrounded by a few kayaks
EMBL

The TREC research expedition via boat.

Molecular Insights into Changing Coastal Environments

EMBL and ZEISS have collaborated on a research expedition called TREC (Traversing European Coastlines) across Europe. TREC is a bold endeavor aimed at tackling ecological challenges. It focuses on exploring the biodiversity and molecular adaptability of coastal ecosystems. In addition, TREC seeks to understand the effects of human impact and changing environment on organisms at the molecular, cellular, and community levels along the Europe’s coastlines.

Mobile laboratory trailer parked on a sunny day, surrounded by plants, with a visible QR code and scientific graphics on its side.
Kinga Lubowiecka EMBL

The samples were analyzed in the Advanced Mobile Laboratory. 

The TREC expedition began in April 2023 and lasted until the end of July 2024, giving researchers ample time to collect biological samples and vital environmental data from more than 120 selected land-sea transects. The expedition integrated oceanographic research with parallel sampling of soil, sediment, shallow water, and selected model organisms in a variety of habitats. Through this comprehensive approach, TREC aimed to achieve the systematic and standardized sampling necessary to gather invaluable environmental data.

A scientist wearing a lab coat uses a pipette in a laboratory filled with equipment and supplies.
Massimo Del Prete EMBL

Sample preparation in the Advanced Mobile Lab.

Dr. Tina Wiegand, Imaging Specialist, Mobile Labs, EMBL Heidelberg, is one of the experts who accompanied the expedition until its end in July 2024. She performed automated recognition and confocal imaging of plankton species with AI-supported segmentation.

How Confocal Microscopy Helps Reveal Not Only the Sea’s Secrets

Confocal microscopy was an essential tool on the TREC expedition: It allowed Dr. Wiegand and her colleagues to explore the subcellular architecture of living plankton and other marine species at high resolution in 3D. The technique also gave them the flexibility to visualize different natural pigments as well as specific stainings, and to perform experiments like photo-activation of convertible dyes to mark individual cells.
The TREC expedition uncovered a wealth of new information about the molecular and cellular processes of marine organisms.


Not only for molecular biologists, but for all researchers, it is critical to have the right tools to perform experiments and analyze data accurately. That is why solutions for automated detection and imaging with AI-based segmentation are both flexible and scalable. Automated detection and imaging of plankton species is just one example of an application where such an automated recognition could be of interest for. Other application examples are the automated recognition of different cell types in blood samples for cell counting or automated tagging and follow-up of stem cells – in summary, all applications in which cellular structures need to be differentiated from one another.

For some applications, automatic tagging with a fluorescent marker via photo-activation is not necessary. In this case, a confocal microscope is not even required, but widefield microscopes can be used to run the AI-based automated recognition of cell types.
 

A woman in a white and blue lab coat stands at a PC and looks at the screen. Laboratory instruments can be seen in the background.

In our seawater samples, we found a vast diversity of plankton cells in varying abundance. To compare specific species in different samples, we developed an automated imaging pipeline that used AI-based instance segmentation to identify species of interest. The segmentation results were then fed back to the imaging software ZEN and controlled actions like higher resolution imaging of the target of interest or other tasks such as photoconversion of dyes.

Dr. Tina Wiegand Imaging Specialist, Mobile Labs, EMBL Heidelberg

Application Images

Microscopic image of various marine diatoms and plankton with diverse shapes and sizes, set against a light background.

Wild plankton

Brightfield image of plankton sample freshly collected from the sea.

Microscopic animated view of moving cells in various colors on a grey background with scale indicator.

Selected plankton

Photoconversion of target species in plankton sample.

Microscopic view of a diatom, round, similar to a wheel with spokes, with a multitude of small colored dots.

Live cell experiments

Diatom with particularly small chloroplasts (red) and bacteria (blue).

  • Extraction of 3D data from confocal stack of live plankton

Next Steps and Publications

Now that the TREC sails have been hauled in, Dr. Wiegand and her team have been reviewing the data acquired during the expedition. They have set up a high-throughput imaging pipeline to analyze more than 500 samples collected in the field and stored in their sample hub.

The TREC expedition shows how powerful advanced microscopy techniques are in exploring the diversity of coastal ecosystems. By using confocal microscopy and AI-supported segmentation, Dr. Wiegand and her colleagues were able to gain new insights into the molecular and cellular processes of marine organisms: 

We observed interesting symbiotic interactions between individual plankton cells and could follow them live under the confocal microscope. Also, the arrangement and size of organelles, such as chloroplasts, can tell a lot about the state of the cells.

Dr. Tina Wiegand

They will investigate this further in the samples they collected during the expedition. The team's efforts to make their data publicly available will facilitate future studies and provide a valuable resource for researchers in the field.

Tina Wiegand's podcast about the TREC expedition "RausFinden" on YouTube (available in German)

ZEISS partnership with EBML

EMBL logo with black letters "EMBL" next to a hexagonal cluster of green dots and one red dot.

About EMBL

The European Molecular Biology Laboratory (EMBL) is Europe’s life sciences laboratory. EMBL has more than 110 independent research groups and service teams covering the full spectrum of molecular biology. It provides leadership and coordination for the life sciences across Europe, and seeks collaborative and interdisciplinary solutions for some of society’s biggest challenges.

EMBL provides training for students and scientists, drives the development of new technology and methods in the life sciences, and offers state-of-the-art research infrastructure for a wide range of experimental and data services.
EMBL is an intergovernmental organization with 29 member states and operates at six sites in Barcelona, Grenoble, Hamburg, Heidelberg, EMBL-EBI Hinxton and Rome.

FAQ

  • AI segmentation can significantly enhance the results of research conducted with confocal microscopy. By utilizing AI-supported segmentation, researchers can automate the process of distinguishing different cellular structures within a sample. This automation allows for a more efficient and accurate identification and analysis of various cell types, regardless of the specific object of research. Whether studying marine organisms, blood samples, or other cellular structures, AI segmentation provides a flexible and scalable solution for differentiating and understanding the intricate details of cellular processes.

  • Confocal microscopy is a powerful tool that enables researchers to explore the subcellular architecture of marine organisms at high resolution in 3D. It allows for the visualization of different natural fluorescing proteins, specific histochemical dyes, and even the ability to mark individual cells using convertible dyes. By using confocal microscopy, scientists can gain insights into the molecular and cellular processes of marine organisms, helping us understand their behavior, interactions, and adaptations.

  • Coastal ecosystems in Europe face various challenges, including habitat degradation, pollution, biodiversity loss, and climate change. Research, such as conducted by the TREC expedition, plays a vital role in understanding the impact of these challenges. By using microscopy imaging and analysis techniques like confocal microscopy and AI-based segmentation, microscopists can study the molecular and cellular processes of marine organisms, gaining insights into their adaptations and responses to environmental stressors. This knowledge contributes to the development of strategies for the conservation and sustainable management of coastal ecosystems.


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