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Age-specific Jensen contrasts reveal how ontogenetic responses to thermal variability shape lifetime performance in Daphnia magna

This study demonstrates that in *Daphnia magna*, age-specific responses to thermal variability can reverse over an organism's lifetime, leading to a net reduction in expected lifetime reproduction despite early-life benefits, thereby highlighting the limitations of using static thermal performance curves or mean temperatures to forecast life-history outcomes in variable environments.

Original authors: Shimadzu, H., Day Dell Olio, I., Barbosa, M.

Published 2026-09-28
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Original authors: Shimadzu, H., Day Dell Olio, I., Barbosa, M.

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ⚕️ This is an AI-generated explanation of a preprint that has not been peer-reviewed. It is not medical advice. Do not make health decisions based on this content. Read full disclaimer

Temperature is a master switch for the lives of cold-blooded animals. For creatures like insects, fish, and tiny water fleas, their body temperature matches the world around them, so the heat of the day dictates how fast they grow, how many babies they have, and how long they live. Scientists have long tried to predict how these animals will fare in a warming world by drawing a simple line on a graph: a curve that shows how well an animal performs at a specific temperature. Usually, this curve looks like a hill, rising to a peak where the animal is happiest and falling off sharply if it gets too hot or too cold. For decades, researchers have treated this curve as a fixed rule, assuming that if they know the average temperature of a habitat, they can predict the animal's success. But nature is rarely constant. The sun rises and sets, clouds drift, and water warms and cools. An animal living in a place where the temperature swings between 15 and 25 degrees Celsius experiences something very different from one living in a steady 20 degrees, even though the average is the same. The question is whether that daily rollercoaster helps or hurts the animal over its entire life.

To find the answer, researchers turned to Daphnia magna, a microscopic water flea that is a favorite subject for studying how life responds to heat. They set up a controlled experiment where they raised hundreds of these tiny creatures from birth to death under four different temperature conditions. Three groups lived in water held at a steady temperature: one cool at 15 degrees, one warm at 25 degrees, and one in the middle at 20 degrees. The fourth group lived in water that fluctuated every day, swinging between 15 and 25 degrees. Crucially, the average temperature for this fluctuating group was almost exactly the same as the steady 20-degree group. This setup allowed the scientists to isolate the effect of the swings themselves, separate from the effect of just being warmer or cooler. They watched every single animal, measuring how long it grew, how many babies it produced at each stage of its life, and how long it survived.

The results revealed a story that a simple average temperature would have completely missed. When the scientists looked at the water fleas during their early days, the fluctuating environment seemed to be a boost. The young fleas in the swinging temperatures grew faster and produced more babies in their first few weeks than those in the steady 20-degree water. If a scientist had taken a snapshot of the animals at this young age, they might have concluded that temperature variability is beneficial. However, as the animals aged, the story flipped. The fleas in the fluctuating water began to struggle. Their growth slowed down compared to the steady group, and their ability to produce offspring in the middle of their lives dropped. By the time they reached later life, the advantage had vanished, and the fluctuating group was performing worse.

The most striking finding came when the researchers added up the entire life of the animal. While the early boost in baby production was real, it was not enough to save the group from a net loss. The water fleas in the fluctuating temperatures lived significantly shorter lives, dying on average about 20 days earlier than their peers in the steady 20-degree water. Because they died sooner, they missed out on the chance to have babies in their later years. When the scientists calculated the total number of babies a single female was expected to produce over her whole life, the fluctuating group had produced far fewer—about 40 fewer babies per female—than the steady group. The early gains were completely erased by the later losses and the shorter lifespan.

This study shows that looking at a single moment in an animal's life can be misleading. A temperature that seems helpful when an animal is young can become harmful as it gets older, and the final outcome depends on how those early and late effects combine. The researchers found that the response to temperature swings is not a fixed trait; it changes as the animal grows and shifts its energy from growing its body to making babies. This means that predicting how wildlife will survive in a changing climate requires more than just knowing the average temperature. Scientists must understand how temperature fluctuations affect animals at every stage of their lives, from their first day to their last, because a benefit in youth can easily turn into a cost in the end.

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