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    Air Quality Data Mining: Mining the US EPA AirData website for student-led evaluation of air quality issues
    Air pollution directly affects human health endpoints including growth, respiratory processes, cardiovascular health, fertility, pregnancy outcomes, and cancer. Therefore, the distribution of air pollution is a topic that is relevant to all, and...

    Courses: EcologyEcology Introductory BiologyIntroductory Biology Science Process SkillsScience Process Skills

    data miningenvironmental justiceair qualityairpollutionspatial reasoning
    Lesson
    3634

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    600

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    Teaching RNAseq at Undergraduate Institutions: A tutorial and R package from the Genome Consortium for Active Teaching
    Next-generation sequencing is radically changing the study of biology, but there are currently few resources aimed at teaching the required laboratory and data-analysis skills to undergraduate students. This gap is especially true at primarily...

    Courses: BioinformaticsBioinformatics Introductory BiologyIntroductory Biology

    statisticsbioinformaticsRNAseqgene expressioncomputer programming
    Lesson
    1955

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    280

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    A CURE-based approach to teaching genomics using mitochondrial genomes
    There is an abundance (currently over 1016 DNA bases) of publicly available genetic sequence data and a dearth of trained genomicists to process and interpret it, necessitating more trained bioinformaticians with biological expertise. For...

    Courses: BioinformaticsBioinformatics GeneticsGenetics

    proteinsMitochondrial GenomesNuclear GenomesrRNAtRNA
    Lesson
    7962

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    397

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    Investigating Cell Signaling with Gene Expression Datasets
    Modern molecular biology is a data- and computationally-intensive field with few instructional resources for introducing undergraduate students to the requisite skills and techniques for analyzing large data sets. This Lesson helps students: (i)...

    Courses: Biochemistry and Molecular BiologyBiochemistry and Molecular Biology Cell BiologyCell Biology

    genomicstranscriptionsignaling
    Lesson
    2013

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    573

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    Using Undergraduate Molecular Biology Labs to Discover Targets of miRNAs in Humans
    Incorporating authentic research experiences into undergraduate labs, while shown to be particularly effective at engaging and retaining students in STEM majors, can be difficult to accomplish within the constraints of resource availability or...

    Courses: BioinformaticsBioinformatics GeneticsGenetics Science Process SkillsScience Process Skills

    gene regulationmicroRNAsgene expression
    Lesson
    2992

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    549

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    A Fun Introductory Command Line Lesson: Next Generation Sequencing Quality Analysis with Emoji!
    Radical innovations in DNA sequencing technology over the past decade have created an increased need for computational bioinformatics analyses in the 21st century STEM workforce. Recent evidence however demonstrates that there are significant...

    Courses: BioinformaticsBioinformatics

    bioinformaticsgenomicscodingJupyter notebookcommand lineCyVersescriptingnext generation sequencing analysis
    Lesson
    2129

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    665

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    Sequence Similarity: An inquiry based and "under the hood" approach for incorporating molecular sequence alignment in introductory undergraduate biology courses
    Introductory bioinformatics exercises often walk students through the use of computational tools, but often provide little understanding of what a computational tool does "under the hood." A solid understanding of how a bioinformatics...

    Courses: Biochemistry and Molecular BiologyBiochemistry and Molecular Biology BioinformaticsBioinformatics Introductory BiologyIntroductory Biology

    BLASTmultiple sequence alignmentsequence similarityphylogramZika virusAlgorithmScoring Matrix
    Lesson
    1104

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    193

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    Using Current Events to Teach Written, Visual, and Oral Science Communication
    Science, technology, engineering and mathematics (STEM) professionals need the skills to communicate with both technical and public audiences, but formal training in these skills is often lacking. In the nine-hour unit presented here, students...

    Courses: Science Process SkillsScience Process Skills

    communicationscientific writingstorytellingaudiencecurrent events
    Lesson
    375

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    60

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    Environmental Injustice: When the Grass is Greener on the Other Side
    Environmental pollution is a global threat that is especially prevalent in heavily industrialized and urbanized areas. Pollution can be found in many forms, such as natural and synthetic pollutants from natural and anthropogenic processes. These...

    Courses: EcologyEcology Introductory BiologyIntroductory Biology Science Process SkillsScience Process Skills ToxicologyToxicology

    human healthenvironmental injusticeEnvironmental PollutionSystemic BiasesIdeological AwarenessUrban Ecology and Development
    Lesson
    1793

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    342

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    Cutthroat trout in Colorado: A case study connecting evolution and conservation
    Evaluation of evidence is a key process skill for the core competencies of applying the process of science and using quantitative reasoning. This case study enables upper-division biology students to practice these skills by applying evolutionary...

    Courses: EvolutionEvolution GeneticsGenetics Science Process SkillsScience Process Skills

    population geneticsphylogeneticsSpeciationdivergencegene flow
    Lesson
    3505

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    1299

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    A CRISPR/Cas Guide RNA Design In Silico Activity
    CRISPR biotechnologies inspired by the Clustered Regularly Interspaced Short Palindromic Repeat RNA-guided nuclease adaptive bacterial immune system have revolutionized biology research and become ubiquitous tools for hypothesis and...

    Courses: Biochemistry and Molecular BiologyBiochemistry and Molecular Biology BioinformaticsBioinformatics Cell BiologyCell Biology GeneticsGenetics

    bioinformaticsgene expressiongenetic basis of diseaseCRISPR/Cas9genetic engineeringin silico
    Lesson
    1106

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    289

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    Quantifying and Visualizing Campus Tree Phenology
    Large enrollment courses present a challenge for instructors who want to engage students in authentic science practices that fit the recommendations of Vision & Change. Our lesson provides a meaningful science experience for undergraduates in...

    Courses: Introductory BiologyIntroductory Biology

    ecologyBiodiversityphenologyplant biology
    Lesson
    914

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    338

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    Quantifying Uncertainty and Distinguishing Data Sets in Introductory Physics
    Physics labs are moving increasingly to open-ended experiments where students develop experimental physics skills, rather than verify textbook physics concepts. This sequence of activities sets the stage for this new kind of lab early in the...

    Courses: Introductory Physics: Calculus-BasedIntroductory Physics: Calculus-Based

    statisticsMeasurementlaboratoryuncertaintypendulumexperimental skills
    Lesson
    5097

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    348

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    Learning to Pipet Correctly by Pipetting Incorrectly?
    Beginning undergraduate students in biology need basic laboratory, data analysis, and science process skills to pursue more complex questions in course-based undergraduate research experiences (CUREs). To this end, we designed an introductory...

    Courses: Introductory BiologyIntroductory Biology Science Process SkillsScience Process Skills

    statisticslaboratorypipetting
    Lesson
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    555

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    Developing Data Literacy Skills and Connecting the Student Experience in the Classroom to the Community Through Biodiversity Projects
    Undergraduate education and long-term science literacy are enhanced by integrating data projects with public datasets and creating analysis summaries. Underutilized public datasets are often generated by community-based or citizen science projects...

    Courses: EcologyEcology Plant BiologyPlant Biology

    species richnessBiodiversitydisturbanceHabitat rangePopulation abundance
    Lesson
    1763

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    226

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    Using a Sequential Interpretation of Data in Envelopes (SIDE) approach to identify a mystery TRP channel
    This lesson sought to engage students in data interpretation and to encourage critical thinking about neurophysiology in the context of temperature sensation. A family of receptors called Transient Receptor Potential (TRP) channels are activated...

    Courses: Anatomy-PhysiologyAnatomy-Physiology Cell BiologyCell Biology NeurobiologyNeurobiology

    Cell communicationChannel specificity and activationLimitations of tools of Cell BiologyNeuronal Signaling
    Lesson
    3369

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    916

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    Assessing Urban Biodiversity With the eBird Citizen Science Project: A Course-Based Undergraduate Research Experience (CURE) Module
    The eBird citizen science module takes advantage of technology tools and online resources developed by the Cornell Laboratory of Ornithology (http://ebird.org) to achieve several learning objectives embedded in a semester-long upper-level biology...

    Courses: EcologyEcology Science Process SkillsScience Process Skills

    datacitizen sciencecommunityBiodiversitySpecieshypothesishabitat
    Lesson
    1808

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    479

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    Out of Your Seat and on Your Feet! An adaptable course-based research project in plant ecology for advanced students
    University capstone projects can offer science students a rich research experience that illustrates the process of doing scientific research, and can also help students better choose future academic and career pathways. While capstone projects are...

    Courses: EcologyEcology Plant BiologyPlant Biology Science Process SkillsScience Process Skills

    statisticsactive learningecologyinterdisciplinaryplantscommunicating sciencegroup workfield workproces of science
    Lesson
    5032

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    909

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    Tackling "Big Data" with Biology Undergrads: A Simple RNA-seq Data Analysis Tutorial Using Galaxy
    Analyzing high-throughput DNA sequence data is a fundamental skill in modern biology. However, real and perceived barriers such as massive file sizes, substantial computational requirements, and lack of instructor background knowledge can...

    Courses: Biochemistry and Molecular BiologyBiochemistry and Molecular Biology BioinformaticsBioinformatics

    bioinformaticsDNA sequenceRNAseqgene expression
    Lesson
    9400

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    562

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    Manuscript 101: A Data-Driven Writing Exercise for Beginning Scientists
    Learning to write a scientific manuscript is one of the most important and rewarding scientific training experiences, yet most young scientists only embark on this experience relatively late in graduate school after gathering sufficient data in...

    Courses: BioinformaticsBioinformatics Cell BiologyCell Biology Developmental BiologyDevelopmental Biology GeneticsGenetics MicrobiologyMicrobiology Science Process SkillsScience Process Skills

    geneticsanimaldevelopmentcompetitionbacterial