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Biological causal links on physiological and evolutionary time scales
1Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel.
Correlation does not always mean causation. This study suggests many biological links are bidirectional, with fast physiological and slow evolutionary processes often overlooked in one direction, impacting scientific reasoning.
Area of Science:
- Evolutionary Biology
- Physiology
- Scientific Methodology
Background:
- Correlation between variables does not imply causation.
- Causal links can be unidirectional or bidirectional.
- Biologists may exhibit bias towards fast physiological processes over slow evolutionary ones.
Purpose of the Study:
- To propose a bidirectional causation model in biology involving fast physiological and slow evolutionary processes.
- To identify and analyze inference biases in biological research.
- To improve scientific reasoning by acknowledging dual causal directions.
Main Methods:
- Analysis of several biological examples demonstrating inference bias.
- Examination of codon usage optimality and gene expression.
- Investigation of gene duplication and genetic dispensability.
- Study of stem cell division and cancer risk.
- Exploration of microbiome and host metabolism interactions.
- Inclusion of a linguistics example.
Main Results:
- Identified mutual effects between fast physiological and slow evolutionary processes across diverse biological systems.
- Demonstrated a tendency for researchers to overlook slower, reverse causal pathways.
- Highlighted examples including gene expression, genetic dispensability, cancer risk, and host metabolism.
Conclusions:
- Bi-directional causation is prevalent in biology, linking physiological and evolutionary timescales.
- Awareness of inference biases can enhance scientific rigor.
- Recognizing overlooked evolutionary processes is crucial for a comprehensive understanding of biological phenomena.
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