ABSTRACT
Microbial fermentation is a common form of metabolism that has been exploited by humans to great benefit. Industrial fermentation currently produces a myriad of products ranging from biofuels to pharmaceuticals. About one-third of the world’s food is fermented, and the brewing of fermented beverages in particular has an ancient and storied history. Because fermentation is so intertwined with our daily lives, the topic is easily relatable to students interested in real-world applications for microbiology. Here, we describe the curriculum for a guided inquiry-based laboratory course that combines yeast molecular ecology and brewing. The rationale for the course is to compare commercial Saccharomyces cerevisiae yeast strains, which have been domesticated through thousands of generations of selection, with wild yeast, where there is growing interest in their potentially unique brewing characteristics. Because wild yeasts are so easy to isolate, identify, and characterize, this is a great opportunity to present key concepts in molecular ecology and genetics in a way that is relevant and accessible to students. We organized the course around three main modules: isolation and identification of wild yeast, phenotypic characterization of wild and commercial ale yeast strains, and scientific design of a brewing recipe and head-to-head comparison of the performance of a commercial and wild yeast strain in the brewing process. Pre- and postassessment showed that students made significant gains in the learning objectives for the course, and students enjoyed connecting microbiology to a real-world application.
KEYWORDS: guided inquiry, laboratory exercise, microbial fermentation, wild yeast, brewing science
INTRODUCTION
Microbial fermentation is a ubiquitous form of metabolism that has been exploited by humans for thousands of years (1–4). About one-third of the world’s food is fermented (5), which of course has massive effects on global and local economies. Fermentation has a particularly rich history in the baking and brewing of alcoholic beverages, with the yeast Saccharomyces cerevisiae being among the oldest domesticated organisms (3, 6). While the first beer may have been brewed as long as 13,000 years ago (7), what we would now recognize as modern beer took shape in the Middle Ages, where malted barley was used as a source of fermentable sugars, and hops were used as a bittering agent (8). During this time span, continuous selection of yeast in the brewing environment selected for a number of traits, including better utilization of wort carbon sources and increased fermentation efficiency. Modern brewing styles emerged from regional differences in brewing, and early brewers selected for yeast strains that complemented their brewing ingredients. For example, while the primary products of yeast fermentation are ethanol and carbon dioxide, a number of secondary products, including esters and fusel alcohols are also produced that have unique flavor and aroma profiles (9). Certain beer styles (e.g., Belgian lambic and German-style hefeweizen) favor high levels of secondary fermentation products, while other styles favor little to none and consider these compounds to be “off flavors” (e.g., many stouts and amber ales). The choice of yeast strain became a critical parameter for brewing design.
While brewers have most frequently used domesticated yeast strains, it is becoming increasingly clear that wild yeast strains are important reservoirs for traits important to industrial fermentations, including brewing (10). This can include novel metabolic capabilities, such as the ability to ferment complex carbohydrates in wort or the ability to produce novel flavor compounds (11). Because wild yeast strains are so easy to isolate, phenotype, and genotype, this provides a unique opportunity for undergraduates in laboratory courses to engage in open or guided inquiry-based research (12). As such, we designed a guided inquiry laboratory course around the microbiology of brewing and fermentation to provide a real-life application. We organized the course around three main modules: isolation and identification of wild yeast, phenotypic characterization of commercial and wild ale yeast strains, and scientific design of a brewing recipe and head-to-head comparison of the performance of a commercial and wild yeast strain in the brewing process.
Intended audience and prerequisite student knowledge
This course was designed to provide our senior Biology majors with an upper-level Microbiology laboratory course. This course also provides an opportunity for students to write a research paper that can satisfy our university’s writing requirement for graduation. Students should have some knowledge of molecular biology and biochemistry, particularly central metabolism and regulation of gene expression. As an upper-level course, students were required to have taken our sophomore-level Cell Biology and General Genetics courses and one of the associated introductory lab courses as prerequisites. Those laboratory courses introduce students to basic biosafety level (BSL)-1 microbiology (aseptic work with S. cerevisiae and/or Escherichia coli), which we highly recommend as a requirement for instructors intending to adopt this course. While not required, we also suggested that our junior-level Prokaryote Biology course (an upper-level Microbiology lecture course) would be helpful.
Learning time
The laboratory was structured as a three credit-hour full-semester course (16 weeks). The class was scheduled to meet twice a week for 3 h, and the approximate length of each lab can be found in the instructor’s manual (Appendix 2 in the supplemental material). The majority of learning time and experiments took place in the laboratory. Approximately 2 to 3 h per week was spent outside class on activities such as collecting wild yeast samples, reading relevant scientific literature, and completing homework and laboratory notebook assignments. We estimate that students spent approximately 4 to 6 h per week when working on their oral presentations and final research papers.
Learning objectives
The overall goal of the course is to provide both conceptual learning and hands-on laboratory skills. Following completion of the course, students should be able to:
Summarize and discuss primary research literature.
Predict where wild yeast can be isolated based on the natural ecology of yeast and explain how one can enrich for yeast from environmental samples.
Explain why and how internal transcribed spacer (ITS) sequencing is used to determine fungal species and analyze ITS sequencing data to assign the species of an unknown isolate.
Describe the primary and secondary products of yeast fermentation and how differences in fermentative metabolism across yeast strains impact brewing.
Analyze yeast phenotypic data for traits relevant to brewing and then use those data to predict brewing outcomes.
Explain the role of each ingredient and step in the brewing process and scientifically design and implement a brewing protocol.
PROCEDURE
While we provide detailed student and instructor instructions in the Appendices, here we will briefly describe the main modules of the course (Fig. 1).
FIG 1.
Flowchart displaying the different course modules and example data. Student-generated example data are presented for each module. “Yeast Isolation and Identification” depicts DNA electrophoresis results of internal transcribed spacer (ITS) PCR, a partial DNA sequencing chromatogram for one sample, and BLAST nucleotide results showing that the sample has 100% identity to S. cerevisiae. “Fermentation Characteristics” depicts fermentation efficiency graphed as the rate of CO2 production over time, comparison of one commercial and one wild strain via qPCR for the expression of genes involved in the production of flavor compound esters (ATF1, ATF2) or fusel alcohols (BAT1), and comparison of one commercial and one wild strain via gas chromatography-mass spectrometry (GC-MS) for the production of flavor compound esters (isoamyl acetate) and fusel alcohols (isoamyl alcohol). For both gene expression and flavor compound production, each strain was compared to the median value for all strains to more easily interpret “high” versus “low” gene expression or flavor production values.
Wild yeast isolation and identification
Yeasts are ubiquitous in the environment and can be found on a number of substrates, ranging from rotting fruit to soil to tree bark (13). For the first part of this course, to isolate wild yeast, students are given materials to sample from nature. Students then place the samples in liquid medium that enriches for budding yeast, and samples showing evidence of fermentation (gas bubbles) are plated to identify colonies consistent with those of yeast, which can be confirmed for the presence of budding yeast via microscopy. Following successful yeast isolation, students are provided with methods to perform DNA extractions, PCR, sequencing of the ITS/5.8S ribosomal DNA locus that is frequently used to differentiate yeast species (14), and BLAST analyses to determine the species of their isolated yeast.
Wild and commercial yeast phenotypic characte rization
Students are then paired, and half of the class is charged with phenotypically characterizing different wild S. cerevisiae strains, and the other half of the class will characterize different commercial brewing strains. Generally, student pairs who isolated wild S. cerevisiae will work with their own stains, while those who did not isolate S. cerevisiae are given the commercial strains. First, the entire group learns how to “mash” malted grains together (which they will need to understand for the following module). The resulting wort from each group is then pooled and autoclaved to generate a standardized “beer media” to characterize all of the strains. Students are provided with protocols for phenotyping characterization, including measuring fermentation rates, performing quantitative PCR (qPCR) of mRNA levels for genes known to be responsible for ester and fusel alcohol production, and gas chromatography-mass spectrometry (GC-MS) analysis of fermented beer medium to directly quantify secondary metabolite levels.
Wild and commercial yeast brewing and beer characterization
The final module has student pairs assigned by the instructor form a larger group to design a brewing recipe where they will compete a wild and commercial S. cerevisiae strain head-to-head. Student pairs share their data with each other and then independently design a brewing recipe that fits the characteristics of one or both of their yeast strains. Here, students gain hands-on experience for all of the major steps of brewing: mashing, boiling, and fermentation. During mashing, the grains are mixed with water and heated to a temperature that activates the alpha and beta amylases that naturally occur in malted grains. This leads to conversion of the grain starches into sugars that can be fermented by yeast (with the added wrinkle that alpha and beta amylases are most active at different temperatures, leading to different sugar profiles in the final wort depending on mash temperature). “Roasting” of the malted grains at different temperatures and times leads to lighter or darker malts (with darker malts having fewer active amylases and more Maillard products that are not fermentable). Following mashing, hops are generally added to the resulting sweet wort, which is then boiled. Boiling partially sterilizes the wort and isomerizes hop alpha-acids, leading to characteristic bitterness (with different varieties of hops containing differing amounts of alpha acids and other flavor compounds). Hop iso-alpha-acids also are bacteriostatic against many Gram-positive bacteria (15, 16). Finally, the wort is chilled, the yeast is “pitched,” and fermentation converts the wort sugars to mainly ethanol and CO2 along with secondary esters and alcohols.
For this course, we used the “brew in a bag” method, where the grains are placed in a bag that is submerged during the mashing process. Following mashing, the bag is simply removed and squeezed to drain the residual sweet wort. Then the sweet wort is brought to a boil for sterilization and hop additions, cooled to allow for yeast pitching, fermented for 3 weeks (typical for many ales), and finally bottle conditioned for 2 weeks. Following brewing, students measured their beers’ final gravities (to determine percent attenuation and alcohol percentage), color, bitterness, and secondary flavor compounds. Students also had the option of participating in a voluntary taste test of the final beers. Below is an example of a student-designed recipe built around a low ester-producing and highly fermentative yeast strain, and additional recipes can be found in Appendix 7 in the supplemental material.
Recipe: Blood Orange Ginger American Ale
Ingredients
Grain (target original gravity 1.068)
4.96 lb 2-row U.S. pale malt
1.3 lb Briess aromatic Munich malt
0.43 lb flaked wheat
Hops (target international bitterness units [IBU], 86)
0.58 oz Citra, boiled for 60 min
Additives
1 Whirfloc tablet (Irish moss; clarifying agent), boiled for last 5 min
0.5 oz blood orange extract, boiled for last 5 min
0.4 oz sliced ginger root, boiled for last 10 min
Mashing
Heat 3.5 gallons of ultra-pure water in stockpot to 67°C.
Add all grain to the “brew bag” within the stockpot and mash at 67°C for 60 min.
-
Pull out brew bag and squeeze to drain excess wort. Discard spent grain.
Boiling
Raise mash to a rolling boil.
Add Citra hops to a hop bag and add to boiling wort.
Incubate for 60 min.
With 10 min left in the boil, add 0.4 oz of sliced ginger root.
-
With 5 min left, add 0.5 oz of blood orange extract and 1 Whirfloc tablet.
Fermentation
Cool wort to near room temperature using a wort chiller.
Add cooled wort and 65.5 billion yeast cells to a 1-gallon fermentation growler.
Add airlock and fill with water-diluted Star San sanitizer.
Transfer 250 ml of the remaining wort to a graduated cylinder and measure initial gravity with a hydrometer.
-
Place fermentation growlers in a dark area at room temperature for 3 weeks.
Bottle conditioning
Add 6.6 ml of 50% glucose (priming sugar for carbonation) to a sterilized 16-oz amber swing-neck bottle.
Auto-siphon the beer into a sterile 16-oz amber bottle.
Transfer 250 ml of the remaining beer to a graduated cylinder and measure final gravity with a hydrometer.
Incubate at room temperature for 2 weeks in the dark to carbonate the beer.
MATERIALS
Materials are listed for a class of 24 students working individually for the initial yeast isolation and then in pairs for the subsequent experiments. A full list of the materials, supplies, and equipment are listed in Appendix 1 in the supplemental material. Materials and recipes for individual modules can be found in Appendix 3.
Student instructions
The student manual can be found in Appendix 4. Students were required to maintain a lab notebook with detailed rationale, methods, results, and discussion sections. An example lab notebook entry can be given to students to serve as a guide (Appendix 5). The notebook was collected three times during the 16-week course. Students were also responsible for preparing a 10-min fermentation-related oral presentation along with a final term paper describing their scientifically designed brewing recipe in journal article format.
Faculty instructions
Detailed faculty instructions for lab activities can be found in the instructor manual (Appendix 3). Lab lectures and active-learning activities (clicker questions and group discussions) can be found in Appendix 2. Instructor materials for all graded assignments, including associated rubrics, can be found in Appendix 5.
Outcomes and issues for discussion with students
Because this is a research-based course, anticipated outcomes are not guaranteed. Not all students are guaranteed to isolate yeast for molecular characterization. Those students should be provided with a wild yeast isolate, either from another classmate who isolated more than one unique strain or from the instructor. Likewise, there is no guarantee that the class will isolate enough wild S. cerevisiae strains for subsequent experiments, so the instructors should be prepared to supply wild S. cerevisiae strains as a backup. Wild yeast strains can be ordered from the Agricultural Research Service (ARS) Culture Collection (https://nrrl.ncaur.usda.gov), but the corresponding author (Jeff Lewis) is happy to send wild S. cerevisiae strains upon request. It is helpful to cryopreserve all positively screened wild S. cerevisiae strains so that they can be used in future classes if necessary. Yeast can be cryopreserved by adding sterile glycerol to a final concentration of 20% (vol/vol) to an overnight culture and storing at −80°C.
Suggestions for determining student learning
Pre- and postlaboratory exams and surveys (Appendix 6) were administered to students. The 15-question exam consisted of an equal number of multiple choice, true-false, and short answer questions. The 5-question survey measured student perceptions of proficiency using a Likert-like scale. We did not use quizzes, midterms, or a final exam to assess student learning, although those could certainly be implemented. The ability to summarize and discuss the primary literature was assessed via homework assignments and a short (10- to 12-min) oral presentation. For each module, laboratory notebooks were graded to assess student learning. A final paper in the form of a primary research article was used as an additional summative assessment of student learning.
Safety issues
All work with unknown organisms must be performed under BSL-2 conditions. Students must demonstrate competency with BSL-1 safety procedures before working with unknown samples that require BSL-2 precautions. Because this in an upper-level course that requires prerequisite BSL-1-level lab activities, students were mostly familiar with BSL-1 precautions. Nonetheless, during the first week, students received important safety training on proper BSL-1 and BSL-2 procedures, including sterile techniques, pipetting, and plating of BSL-1 Saccharomyces cerevisiae, and were required to demonstrate proficiency with these BSL-1 procedures before performing BSL-2 procedures, including safe handling of potentially pathogenic unknown organisms (17). Students were required to wear personal protective equipment (gloves, lab coat, and eye protection) at all times and received instructions for how to minimize aerosolizing cultures (e.g., making sure lids are secured during vortexing and gently opening and handling culture tubes) and perform potential aerosol-generating procedures, such as pipetting and vortexing, in a biological safety cabinet. All bench surfaces and objects on the laboratory bench were disinfected after each class with 70% ethanol. The instructors were responsible for autoclaving all plates and contaminated materials after every class according to the minimal standards set by the American Society for Microbiology biosafety guidelines (17). All chemicals in this course are low-risk biohazardous agents except for methylene blue, hydrochloric acid, iodine, and iso-octane, which were discarded according to the institutional biohazard waste disposal guidelines.
All ingredients used for brewing were food grade, and brewing was conducted in a space safe for food handling. While many different types of wild yeast can be used for brewing, we were cautious to only use wild Saccharomyces cerevisiae. This activity and the associated research were submitted to the University of Arkansas Institutional Review Board (IRB) Committee (protocol number 1807133914) and were determined to be exempt. The course also included optional tours of a local craft brewery (Core Brewing in Springdale, AR) and a local homebrew store (Steve’s Brew Shop in Fayetteville, AR) as well as an optional taste test of the final beers. We recognized that tasting of alcoholic beverages is a potentially sensitive subject, so we worked closely with the university administration to ensure that we complied with all university regulations and guidelines. We came up with the following guidelines for beer tasting: (i) tasting is entirely optional; any students who do not wish to participate do not have to, and the tasting will have no impact on student grades; (ii) only students 21 years of age or older may participate in tasting; a valid photo ID with birth date will be required, and IDs will be checked by the trained staff at Core Brewing; (iii) tasting will only occur at Core Brewing; there will be no tasting of alcoholic beverages on campus; (iv) tasting will be through the sip and spit method only; there will be no drinking of the beer; (v) students must sign a waiver that includes the above information as well as a statement that they will act responsibly.
DISCUSSION
Field testing
This class was developed and field tested through 2 years as an upper-level research-based undergraduate course at a 4-year public university, the University of Arkansas (23 students in 2017 and 24 students in 2018). Students worked independently for yeast isolation, in pairs for yeast sequencing and characterization, and in groups of four (two pairs) for brewing. Discussions within and between groups were encouraged. For yeast isolation, 37/47 students successfully isolated wild budding yeast. Based on ITS sequencing, 6/37 isolates were S. cerevisiae. Several other species were identified, including S. paradoxus, S. cariocanus, Pichia species (P. kudriavzevii, P. kluyveri, P. fermentans, and P. terricola), Meyerozyma caribbica, Lachancea fermentati, Wickerhamomyces anomalus, Kodamaea ohmeri, and Debaryomyces sp. Further characterization only proceeded with wild S. cerevisiae strains. While all-grain brewing may seem intimidating for novices, the “brew in a bag” method dramatically simplifies the process and works extremely well for the small volumes being brewed in the course. Neither the instructors nor most of the students had any experience brewing, but every group in both student cohorts was able to successfully brew beer.
In the second offering of the course, we changed the focus of the brewing module to be more “yeast centric.” We did this by having pairs of lab partners (each working with either a commercial brewing strain or a wild S. cerevisiae strain) scientifically design a single brewing recipe to compete the yeast strains. While the first cohort of students still scientifically designed a brewing recipe, this change allowed each group of students to predict how the final beer would change depending on the properties of the yeast and then test these predictions in the final characterization of the beer.
Overall, student feedback on the course was highly positive. Anonymous online evaluations rated the course very highly on a 1 (very poor) through 5 (excellent) Likert-like scale, with a 2017 rating of 4.80/5 (compared to a departmental mean of 3.96) and a 2018 rating of 4.79/5 (compared to a departmental mean of 3.83). Student comments pointed to a particular appreciation of connecting molecular biology to real-world applications. The following are examples of student comments:
I was able to learn about genetics through real-life situations and to apply what I learned in a way that made much more sense than my general genetics course ever did.
This class is a great example of helping students to understand complex concepts by utilizing an interesting life application.
Great reminder of some biology concepts that did not seem applicable to real life when taught in another course.
Evidence of student learning
Student learning was assessed using a variety of methods (Table 1). Take-home problem sets or assignments (Appendix 5 in the supplemental material) were used to assess understanding of the assigned readings and certain learning objectives. For example, assignment number 2 focused on yeast isolation from the environment (learning objectives 1 and 2, grade range = 50% to 98%, mean = 85%; n = 24), assignment number 3 focused on molecular characterization of yeast species (learning objectives 1 and 3, grade range = 67% to 100%, mean of 89%; n = 24), and assignment number 4 required students to write a brief literature review on the microbial ecology, physiology, and potential biotechnological applications for non-Saccharomyces cerevisiae yeast (learning objective 1, grade range = 75% to 100%, mean = 92%; n = 24).
TABLE 1.
Learning objectives and their corresponding methods of assessment
| Learning objective | Assessment |
|---|---|
| 1) Summarize and discuss primary research literature. | Homework, presentation, final paper, pre/postsurvey |
| 2) Predict where wild yeast can be isolated based on the natural ecology of yeast and explain how one can enrich for yeast from environmental samples. | Homework, lab notebook, pre/postexam, pre/postsurvey |
| 3) Explain why and how internal transcribed space (ITS) sequencing is used to determine fungal species and analyze ITS sequencing data to assign the species of an unknown isolate. | Homework, lab notebook, pre/postexam, pre/postsurvey |
| 4) Describe the primary and secondary products of yeast fermentation and how differences in fermentative metabolism across yeast strains impact brewing. | Lab notebook, final paper, pre/postexam, pre/postsurvey |
| 5) Analyze yeast phenotypic data for traits relevant to brewing and then use those data to predict brewing outcomes. | Lab notebook, final paper, pre/postexam, pre/postsurvey |
| 6) Explain the role of each ingredient and step in the brewing process and scientifically design and implement a brewing protocol. | Lab notebook, final paper, pre/postexam, pre/postsurvey |
Lab notebook entries were used to assess students’ abilities to understand the rationale for their experiments as well as their design, analyses, and interpretations. For notebook number 1 (yeast isolation, ITS PCR, and sequence analysis), the grade range was 73% to 100% with a mean of 91% (n = 24). For notebook number 2 (yeast phenotypic characterization: fermentation rates, qPCR of genes responsible for ester and fusel alcohol production, and GC-MS), the grade range was 62% to 100% with a mean of 89% (n = 24). For notebook number 3 (brewing recipe design and implementation plus characterization of final beers), the grade range was 80% to 100% with a mean of 93% (n = 24).
Students were evaluated on their ability to present short (10- to 15-min) mini-lectures on their choice of topics related to microbial fermentation (grade range of 84% to 100%, mean = 89%; n = 24). A final written report in the format of a primary research article was used to assess students’ abilities to synthesize what they learned, especially in terms of understanding the entire brewing process and the scientific design of their brewing recipe (see rubric in Appendix 5). Grades on the final paper ranged from 50% to 98% (one assignment was incomplete), with a mean of 86%. Overall, 22/24 students received at least an acceptable passing grade (70%) on the final paper, suggesting that they achieved learning objectives 4 and 5.
We also measured changes in student learning with pre- and posttests, and we assessed changes in student perceptions of their skills and knowledge with pre- and postsurveys (see Appendix 5 for exam and survey questions). The average pretest score was 26% correct, which rose to 67% following participation in the course (Fig. 2; n = 24 in 2018). This was statistically significant (P = 6 × 10−14, two-tailed unpaired Mann-Whitney U test) and of large effect (Cliff’s delta = 1). Additionally, students showed significant increases in learning for the majority of the questions (Fig. 3). We should note that formal assessment in the course did not include any exams, so these gains are more likely to reflect long-term understanding instead of short-term memorization. Students also self-reported their perceptions of competency on pre- and postsurveys. Following the course, students showed significantly higher confidence in their abilities to isolate wild yeast from nature, use molecular biology and phylogenetics to identify yeast species, describe the major steps in brewing, and brew beer on their own (Fig. 4; n = 24 in 2018). Coming into the class, students felt confident with reading scientific articles, although they may have still showed a small gain in confidence following the course (P = 0.08, two-way analysis of variance [ANOVA], Fisher’s least significant difference [LSD]).
FIG 2.

Pre- and postexams show significant gains in student learning. The box plot depicts the median and interquartile range, while the whiskers depict the range; ****, P = 6 × 10−14, two-tailed unpaired Mann-Whitney U test.
FIG 3.

Individual item responses for pre- and postexam scores. Exam questions (Q1 to Q15) can be found in Appendix 5 in the supplemental material. LO denotes the learning objectives; *, P < 0.05; **, P < 0.01; ***, P < 0.001; ****, P < 0.0001, two-way ANOVA, Fisher’s LSD test.
FIG 4.

Pre- and postsurveys show increase in self-reported perceptions in student ability. Survey questions (S1 to S5) can be found in Appendix 5. LO denotes the learning objectives; ****, P < 0.0001, two-way ANOVA, Fisher’s LSD test.
Possible modifications
This course was designed and offered twice as an upper-level course that met twice a week for one semester. There are several modifications that could be included for a shorter course. For example, the yeast isolation can be shortened by the instructor plating or streaking colonies from fermentation-positive cultures. Additionally, the brewing module can be shortened by using commercial malt extracts instead of mashing whole grains. Optional activities that could be omitted include a guest lecture from a local craft brewer and tours of both a local craft brewery and homebrew store.
One of the optional modules we included was strain characterization of flavor compound formation (e.g., volatile esters and fusel alcohols), which we did both at the gene expression level via quantitative real-time PCR (qPCR) and directly via gas chromatography-mass spectrometry (GC-MS). We understand that some instructors may not have access or funds to include these modules. One less expensive alternative to qPCR would be semiquantitative PCR (18). An alternative to GC-MS is sensory analysis, where students can be trained to identify esters and fusel alcohols by taste (individual flavor standards may also be purchased from FlavorActiV to facilitate compound identification). Future iterations of the course could include analysis of yeast growth under different conditions relevant to brewing (e.g., temperature and wort composition) or basic enzyme kinetics for the amylases during mashing.
ACKNOWLEDGMENTS
Funding for this project was supported, in part, by National Science Foundation grant number IOS-1656602. We are thankful to Ron Schmidt of Core Brewing and Distilling, LLC, for providing a guest lecture and a guided brewery tour. We also thank Steve Wilkes for giving a guided tour of Steve’s Brew Shop.
We declare no conflicts of interest.
Footnotes
Supplemental material is available online only.
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Supplementary Materials
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