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Representing DNA for Machine Learning Algorithms: A Primer on One-Hot, Binary, and Integer Encodings
Yash Munnalal Gupta; Satwika Nindya Kirana; Somjit Homchan – Biochemistry and Molecular Biology Education, 2025
This short paper presents an educational approach to teaching three popular methods for encoding DNA sequences: one-hot encoding, binary encoding, and integer encoding. Aimed at bioinformatics and computational biology students, our learning intervention focuses on developing practical skills in implementing these essential techniques for…
Descriptors: Science Instruction, Teaching Methods, Genetics, Molecular Biology
Caryn Babaian; Sudhir Kumar – American Biology Teacher, 2024
When students think of evolution, they might imagine T. rex, or perhaps an abiotic scene of sizzling electrical storms and harsh reducing atmospheres, an Earth that looks like a lunar landscape. Natural selection automatically elicits responses that include "survival of the fittest," and "descent with modification," and with…
Descriptors: Evolution, Science Education, Cancer, Teaching Methods
Almorza, D.; Prada, A.; Kandús, M. V.; Salerno, J. C. – Journal of Biological Education, 2023
Graduates in biology or genetics learn Mendel's laws and Hardy-Weinberg equilibrium as students, and they know, use, and sometimes teach these concepts. However, it is unusual to learn about stochastic processes during the graduate studies of these topics, although the applications of Markov chains in the fields of genetics or biology are…
Descriptors: Graduate Students, College Science, Biology, Genetics
Rheanna E. Walther; Michael Hrabak; Douglas A. Bernstein – Journal of Microbiology & Biology Education, 2024
Molecular biology, broadly defined as the investigation of complex biomolecules in the laboratory, is a rapidly advancing field and as such the technologies available to investigators are constantly evolving. This constant advancement has obvious advantages because it allows students and researchers to perform more complex experiments in shorter…
Descriptors: Scientific Research, Molecular Biology, Science Laboratories, Genetics
Röbbe Wünschiers; Robert Maximilian Leidenfrost; Hauke Holtorf; Bernd Dittrich; Thomas Dürr; Jürgen Braun – Journal of Microbiology & Biology Education, 2024
Both nanopore-based DNA sequencing and CRISPR/Cas-based gene editing represent groundbreaking innovations in molecular biology and genomics, offering unprecedented insights into and tools for working with genetic information. For students, reading, editing, and even writing DNA will be part of their everyday life. We have developed a laboratory…
Descriptors: Genetics, Science Instruction, Teaching Methods, Molecular Biology
Montalto, Cassandra; Wong, Sissy S. – Science Teacher, 2022
Modeling is an important tool in science teaching and learning. Constructing a model instead of replicating one is more meaningful and better supports student learning than analyzing premade models (Firooznia 2015; Gouvea and Passmore 2017; Takemura and Kurabayashi 2014). Models include physical replications of a scientific phenomenon or analyzing…
Descriptors: Science Instruction, Teaching Methods, Models, Genetics
Erasmus, Daniel J. – Biochemistry and Molecular Biology Education, 2021
Education in biochemistry teaching laboratories focus primarily on applying biochemical techniques to understanding human disease, biochemistry, and biotechnology. With anthropogenic climate change, there is a renewed interest in quantifying biodiversity, especially with the use of molecular-based approaches such as DNA barcoding. This 3-week…
Descriptors: Biochemistry, College Science, Undergraduate Students, Science Laboratories
Ying-Chih Chen; Jongchan Park; Jamie G. Rapkiewcz – American Biology Teacher, 2024
Productive struggle is a process in which students expend effort to grapple with perplexing problems and make sense of something that is not immediately apparent and beyond their current level of understanding and capacity. The experience encourages students to reflect on and restructure their existing knowledge toward a new understanding of…
Descriptors: Error Correction, Biology, Science Education, Teaching Methods
Andrew Phillips; Anusha Srinivas; Ilina Prentoska; Margaret O'Dea; Matthew Kustrup; Sarah Hurley; Savannah Bruno; Vy Nguyen; Pin-Kuang Lai – Biochemistry and Molecular Biology Education, 2024
Teaching chemistry and biology students about biologics design remains challenging despite its increasing importance in pharmaceutical development. Monoclonal antibodies, commonly called mAbs, are the most popular biologics. They have been developed into drugs to treat various diseases in the past decades. Multiple challenges exist for designing…
Descriptors: Teaching Methods, Biochemistry, Science Instruction, Computer Software
Gupta, Yash Munnalal; Kirana, Satwika Nindya; Homchan, Somjit; Tanasarnpaiboon, Supatcharee – Biochemistry and Molecular Biology Education, 2023
The COVID-19 pandemic has forced the Bioinformatics course to switch from on-site teaching to remote learning. This shift has prompted a change in teaching methods and laboratory activities. Students need to have a basic understanding of DNA sequences and how to analyze them using custom scripts. To facilitate learning, we have modified the course…
Descriptors: Programming Languages, Teaching Methods, Computer Software, Genetics
Rabbi Reuven Chaim Klein – Religious Education, 2023
This paper focuses on two elements of the Passover Seder ritual and their connection to Piagetian education theory. After outlining Piaget's theory of genetic epistemology and its implications for education theory, it focuses on Sigel's distancing theory, which touts question asking as a tool for presenting information to students. This paper…
Descriptors: Judaism, Religious Education, Educational Theories, Religious Factors
Dykes, Jeff; Johnson, Kathleen; Cousins, Julia; Simpson, Leo; Hull, Iver – Bioscene: Journal of College Biology Teaching, 2021
We used a novel approach that combined direct PCR of plant tissue and SRAP DNA fingerprinting to seek to identify the crosses made in "Brassica rapa" used in the Wisconsin Fast Plants. Our goal was to develop a rapid method for students to use in a biology, botany, or genetics class to identify the parental types (purple stem, non-purple…
Descriptors: Genetics, Science Instruction, Biology, Botany
Thulluru, Aamani; Saad, Luisa; Nagah Abdou, Yasmin; Martin, Arnaud; Kee, Hooi Lynn – Biochemistry and Molecular Biology Education, 2022
CRISPR is a technique increasingly used in the laboratory for both fundamental and applied research. We designed and implemented a lab experience for undergraduates to carry out CRISPR technology in the lab, and knockout the wing patterning genes "optix" and "WntA" in "Vanessa cardui" butterflies. Students obtained…
Descriptors: Undergraduate Students, Genetics, Teaching Methods, Science Instruction
Osuga, Hanako; Foster, Jason; Chowning, Jeanne Ting – Science Teacher, 2022
Increasingly, science teachers are seeking phenomena that will allow them to explore both scientific content and socially relevant issues. The authors describe a series of lessons that (1) model the exoneration of wrongly convicted individuals using the science of DNA analysis and (2) contextualize individual cases within a larger system where…
Descriptors: Genetics, Crime, Social Justice, Laboratory Procedures
Mowrer, Emily R.; Potratz, Jeffrey P. – Journal of Chemical Education, 2020
Categorizing the various levels of protein and nucleic acid structures is a relatively straightforward concept students understand quickly when shown representative structural images. However, keeping in mind the idea of primary, secondary, and tertiary structure proves more difficult when students are in the laboratory setting simply looking at a…
Descriptors: Genetics, Teaching Methods, Science Education, Laboratory Experiments