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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
Singh, Anoushka; Miller, Ryan C.; Archuleta, Stephen R.; Kugel, Jennifer F. – Biochemistry and Molecular Biology Education, 2023
Transcription is the critical first step in expressing a gene, during which an RNA polymerase (RNAP) synthesizes an RNA copy of one strand of the DNA that encodes a gene. Here we describe a laboratory experiment that uses a single assay to probe two important steps in transcription: (1) RNAP binding to DNA, and (2) the transcriptional activity of…
Descriptors: Molecular Biology, Science Instruction, Genetics, Teaching Methods
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
Agudo-Ruiz, Jorge Andrés – American Biology Teacher, 2022
The purpose of this research was to determine the effect of the 5E model on the understanding of the molecular genetics concepts taught in general biology. The research had a quantitative focus and a quasi-experimental design, and the participants were 40 undergraduate students from a private university in the west of Puerto Rico, which were…
Descriptors: Teaching Methods, Genetics, Molecular Biology, Undergraduate Students
Xinliang Zhu; Ting Tang – Cogent Education, 2024
In recent years, single-subject experimental courses have not been able to meet the demands of the comprehensive development of life sciences. This study is based on two fundamental disciplines, molecular biology and metabolomics, with the analysis and intervention of tumor-related genes as the starting point. A comprehensive experimental course…
Descriptors: Cancer, Molecular Biology, Scientific Concepts, Intervention
Liucai Yang; Ya Yang; Yingling Zhu; Hu Zhang; Feixiang Teng; Xiumei Cheng; Xuan Shen; Yougen Luo; Xuebin Qu – Biochemistry and Molecular Biology Education, 2025
To enhance the effectiveness of integrating online and offline teaching, 1545 clinical and preventive medicine students from 2019 to 2021 were randomly allocated to two groups, A and B. The curriculum was divided into two segments. Initially, two groups were established for the first segment, covering an introduction to Biomolecular and Material…
Descriptors: Biochemistry, Molecular Biology, Science Instruction, Teaching Methods
Elijah J. Cole; Jennifer H. Doherty – Advances in Physiology Education, 2025
Research shows that when students use core concepts to guide their reasoning, they are able to construct more accurate, mechanistic explanations. However, there is scant research exploring student's perceptions of the usefulness of core concepts. Knowing students' perceptions could be influential in encouraging faculty to adopt core concept…
Descriptors: Physiology, Science Education, Student Attitudes, Thinking Skills
Miranda, Rommel J.; Warren, Cheryl; Mcdougal, Kathryn; Kimble, Steven; Sanchez, Joseph; Norman, Leann; Anderson, Virginia; Hemm, Matthew – Biochemistry and Molecular Biology Education, 2023
We developed a curriculum for an upper-level molecular biology course-based undergraduate research laboratory class funded by a National Science Foundation CAREER grant that focuses on identifying new small proteins in the bacterium, "Escherichia coli." Our CURE class has been continually offered each semester for the last 10 years, with…
Descriptors: Molecular Biology, College Science, Undergraduate Study, Science Instruction
Irene K. Guttilla Reed; Michelle L. Kraczkowski; Steven J. Pearlman – Journal of College Science Teaching, 2024
Critical thinking is essential in academia and the workforce. Although writing can be used as a pedagogical tool for fostering deeper subject matter understanding, increased retention, and critical thinking, relatively few science courses are writing based. This writing-based introductory science course provided an opportunity for students to…
Descriptors: Undergraduate Students, Biology, Science Instruction, Molecular Biology
Stefanie H. Chen; Christina B. Garcia; Eric Lazear; Thomas B. Lentz; Sabrina D. Robertson; Zhen Li; Carlos C. Goller – Discover Education, 2024
As data and protocols are increasingly generated, accessed, and manipulated electronically, many labs are shifting to storing data in electronic laboratory notebooks (ELNs). ELNs provide clear advantages in readability, shareability, searchability, accessibility, and data security over their paper counterparts. Our interdisciplinary program…
Descriptors: Educational Technology, Science Instruction, Teaching Methods, Laboratory Experiments
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
Kristen L. W. Walton – Advances in Physiology Education, 2024
Views of obesity as a consequence of "lack of willpower" or other behavioral choices, rather than a complex array of biological and other factors, are quite common among undergraduate students. Many undergraduates in prenursing or biology programs have little exposure to the physiology and pathophysiology of obesity, including learning…
Descriptors: Teaching Methods, Obesity, Physiology, Undergraduate Students
Kelsie J. Anson – ProQuest LLC, 2021
While zinc (Zn[superscript 2+]) is a vital ion for cell function and human health, we are still learning about how Zn[superscript 2+] concentration and localization is regulated and the role that Zn[superscript 2+] fluctuations may play in regulating cell signaling and cell fate. Here, we use fluorescent tools to study the interaction between…
Descriptors: Cytology, Metabolism, Case Studies, Teaching Methods
Newman, Dina L.; Spector, Hannah; Neuenschwander, Anna; Miller, Anna J.; Trumpore, Lauren; Wright, L. Kate – Journal of Microbiology & Biology Education, 2023
Visual literacy, which is the ability to effectively identify, interpret, evaluate, use, and create images and visual media, is an important aspect of science literacy. As molecular processes are not directly observable, researchers and educators rely on visual representations (e.g., drawings) to communicate ideas in biology. How learners…
Descriptors: Visual Literacy, Molecular Biology, Science Instruction, Genetics