EXPOSURE TO GLYPHOSATE OR ROUNDUP <sup>™</sup> DURING ZEBRAFISH EMBRYOGENESIS DIFFERENTIALLY AFFECTS METABOLISM AND SWIMMING BEHAVIOURS
Bibliographic record
Abstract
ABSTRACT Glyphosate-based herbicides (GBHs), the most recognized of which is Roundup ™ , are the most extensively used herbicides worldwide. GBHs were initially considered safe for animals since the primary target of the active ingredient, glyphosate, is only found in plants. Recent studies show that glyphosate can affect a range of animal physiologies; however, it remains poorly characterized as to whether animal GBH effects are mediated by glyphosate itself or are in response to toxic effects of the adjuvants and surfactants found in GBH formulations. Here we expose embryonic zebrafish to environmentally relevant doses of glyphosate or Roundup ™ and compare effects on two systems in the larvae: cellular bioenergetics, since glyphosate can affect mitochondrial function, and behaviour, as a systems-level readout of lasting developmental changes. We showed that exposure of embryonic zebrafish to low levels of glyphosate resulted in decreased mitochondrially-mediated basal respiration and hypoactive swimming behavior in larval stage, whereas exposure to Roundup ™ in this same treatment paradigm had the opposite effect, causing increased cellular respiration and increased locomotion. In addition, we also explored generational effects of F1 embryonic glyphosate or Roundup ™ exposure in the F2, and showed that offspring born to zebrafish exposed to low-level glyphosate or Roundup ™ during embryogenesis both exhibited reduced mitochondrially-mediated basal respiration and altered locomotion. Combined, these data show that embryonic exposure to glyphosate or the full formulation of GBHs caused differential effects on mitochondrial function and behaviours in vertebrates, with potential lasting effects on future generations. Figure 1. Graphical abstract. Zebrafish (F1 generation) were exposed to glyphosate or Roundup ™ from zero to 48 hours, with behaviour and mitochondrial bioenergetics assessed at larval timepoints (2- and 5-dpf). Offspring of glyphosate and Roundup ™ exposed fish (F2 generation) behaviour and mitochondrial bioenergetics were assessed to the same paradigm as F1 fish at 5-dpf. Changes to core metabolic parameters and locomotion was observed in both F1 and F2 generations.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".