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Student success in cloning
In each iteration of the Gibson Assembly module (2019, 2022, and 2023), students were asked to prepare a report summarizing their findings. In 2019, 36 of 44 students (81.8%) reported that they successfully cloned their plasmids based on the results of the screen they designed for Experiment C. A total of 14 out of 20 students (70.0%) reported success in cloning their assigned constructs in 2022, while the team-based project in 2023 had 12 of 27 students (44.4% or 4 out of 8 groups) report success based on their screening analyses. The conclusions within the student reports were reviewed by the instructor or student researchers; student interpretations were corrected if it was found that the screening results did not support their claims. One sample of each distinct plasmid was analyzed by Sanger sequencing, confirming the sequences of the plasmid inserts for all 15 desired plasmids in 2019 and all 12 plasmids in 2022. In 2023, whole-plasmid Oxford nanopore sequencing was used to analyze all 8 plasmids; however, only 1 of the 8 plasmids matched the desired sequence.
Content-based assessment of molecular biology concepts
The content section of the questionnaire comprised 10 multiple choice questions that tested students’ understanding of molecular biology and molecular cloning concepts. Comparison of the average pre- and post-questionnaire content scores for all 10 content questions revealed a significant increase from 63.7% to 80.4% (p < 0.05, two-sided paired t-test; Figure 4), suggesting that the Gibson Assembly independent project improved students’ understanding of molecular biology and cloning concepts. A Cohen’s d test determined that this significant increase corresponds to a large effect size (d = 0.891), supporting a strong difference between students’ pre- and post-responses for content questions.

Figure 4: Improvement of students’ understanding of molecular biology and molecular cloning following the independent project. Box and whisker plot of student responses to questions testing content in molecular biology and molecular cloning before and after completion of the independent project (sample size, n, of 46; Gibson Assembly Pre- and Post-Questionnaires in Supplemental File 6 and Supplemental File 7, respectively). Average pre- and post-scores were analyzed via a two-tailed paired t-test, which indicates a significant increase in correct student responses (p < 0.5). The boxes represent the middle 50% of scores (i.e., 25th to 75th percentiles), and the whiskers represent the minimum and maximum scores (%). Please click here to view a larger version of this figure.
Next, we examined whether the increase in the average score of each individual content question was statistically significant between the pre- and post-questionnaires. Analyses using two-tailed paired t-tests showed that student responses to questions on PCR reactions, DpnI restriction digests, Gibson Assembly enzymes, and Gibson Assembly insert and vector sequences had significant increases (p < 0.05) after completing the independent project. These content-based questions had relatively low pre-questionnaire scores compared to the overall content average of 63.7%, with the lowest scores on questions about DpnI digests and Gibson Assembly enzymes (34.8% and 47.8%, respectively). The post-project average for the aforementioned questions increased to 71.7% and 89.1%, respectively, which is closer to the overall content average of 80.4%. These data show that by the end of the project, students’ understanding of both DpnI digests and Gibson Assembly enzymes improved with a greater effect size than the overall content section of the questionnaire (d = 0.982).
Attitudinal assessment of molecular biology terms and lab techniques
The attitudinal questions were split into two sections in the student questionnaire. The first section had students self-assess their knowledge of seven molecular biology terms on a scale of 1–4 (1 = “I have no idea what this term means” to 4 = “I know what this term means and could easily explain it to someone else”). The average term confidence significantly increased from 3.52 to 3.87 with a large effect size (p = 5.32 × 10-15 and d = 1.40, respectively; Figure 5A). The second attitudinal section asked students if they agreed with the statement of “I am comfortable performing...” eleven various molecular biology lab techniques on a scale of 1–5 (1 = “Strongly Disagree” to 5 = “Strongly Agree”). The average student confidence of these eleven techniques increased significantly from 3.82 to 4.33 with a large effect size (p = 2.08 × 10-11 and d = 1.09; Figure 5B).

Figure 5: Increased confidence of students in their understanding of molecular biology and cloning terms and techniques following the independent project. Box and whisker plots of student confidence in molecular biology (A) terms and (B) techniques in the pre- and post-questionnaires (Gibson Assembly Pre- and Post-Questionnaires in Supplemental File 6 and Supplemental File 7, respectively). For term confidence (panel A), students selected confidence on a 4-part scale (1-“I have no idea what this term means” to 4-“I know what this term means and could easily explain it to someone else”; sample size n of 45). Lab technique confidence (panel B) was assessed on a 5-part scale (1-Strongly Disagree to 5-Strongly Agree; sample size n of 42). Average pre- and post-scores were analyzed via two-tailed paired t-tests, which indicates a significant increase in student confidence for both the term and technique datasets (p < 0.5). The box shows the middle 50% (i.e., 25th to 75th percentiles) of answers with whiskers showing minimum and maximum subjective confidence rankings. Please click here to view a larger version of this figure.
We evaluated the student confidence increase for each individual term and technique and determined that every term except DNA polymerase and transformation showed a statistically significant increase (p < 0.05, two-sided paired t-test; Table 1). Every student except one marked “I know what this term means and could easily explain it to someone else” for the term DNA Polymerase on both the pre- and post-questionnaires, so there was no room for improvement in that term (Table 1). For the Transformation term, 73.91% of students selected the highest confidence level (number 4 on the scale) in the pre-survey compared to 80.4% in the post-survey. Nine of the eleven lab techniques assessed showed a significant increase in student confidence; this excluded molarity calculations and gel electrophoresis (Table 1). On average, students reported high pre-questionnaire scores for both of these techniques (4.71 and 4.57, respectively, versus a technique average of 3.81), indicating students were already confident with these terms prior to the Gibson Assembly project. Questions that assessed student confidence on general biology questions (e.g., DNA polymerase, gel electrophoresis, molarity calculations) generally did not show statistically significant changes (Table 1). However, all specialized Gibson Assembly questions showed significant increases with the largest effect sizes (d > 1.6) with the technique ‘Gibson Assembly’ showing the largest change in student confidence (Table 1 and Figure 6).
| Type of Content | Term/Technique | Avg Questionnare Response | Statistical Significance | Effect Size (d) |
| Pre | Post | p value | Yes/No |
| General Biochemistry | DNA Polymerase Term | 3.98 | 3.98 | undefined | No | 0 |
| Molarity Calculations Technique | 4.71 | 4.77 | 4.45E-01 | No | 0.130 |
| Gel Electrophoresis Technique | 4.57 | 4.68 | 1.68E-01 | No | 0.254 |
| Molecular Cloning | Designing Primers Technique | 3.05 | 3.57 | 7.23E-04 | Yes | 0.536 |
| In silico cloning Technique | 3.61 | 4.07 | 5.75E-04 | Yes | 0.533 |
| Blue-white screening Term | 3.59 | 4.34 | 4.10E-06 | Yes | 0.655 |
| PCR Screening Term | 3.78 | 4.31 | 1.02E-06 | Yes | 0.936 |
| Gibson Assembly Term | 2.87 | 3.78 | 7.41E-13 | Yes | 1.69 |
| Gibson Assembly Technique | 2.59 | 4.20 | 1.14E-15 | Yes | 1.61 |
Table 1: Significant increases with respect to attitudinal questions focused on molecular cloning, but not general biochemistry. The average on the pre- and post-questionnaire (Gibson Assembly Pre- and Post-Questionnaires in Supplemental File 6 and Supplemental File 7, respectively) for select term and technique questions. Two-tailed paired t-tests were used to assess significance (if p < 0.05, yes; if p ≥ 0.05, no). For the term DNA polymerase, student responses were identical between the pre- and post-questionnaire, thus p is undefined. The effect size of comparing student responses for each pre- and post-question was determined using Cohen’s d values (d ≥ 0.8 is considered a large effect). The larger the effect size, the higher the likelihood that the pre- and post-responses are distinct within the sample set. The sample size n is 45 and 42 for term and techniques questions, respectively. Abbreviation: AVG = average.

Figure 6: Increases for attitudinal questions about Gibson Assembly. Number of responses for student reported confidence in the Gibson Assembly (A) term and (B) technique in the pre- and post-questionnaires. Term confidence answers were on a 4-part scale (1-“I have no idea what this term means” to 4-“I know what this term means and could easily explain it to someone else”). Lab technique confidence answers ranged from 1-Strongly Disagree to 5-Strongly Agree. Please click here to view a larger version of this figure.
We next assessed whether student background factors impact how much a student learned from the independent project. Both achievement perception19 and performance20 gaps have been shown to persist in undergraduate STEM courses due to gender; thus, we used normalized learning gain (NLG) and unpaired t-tests to determine whether a similar gender gap was observed in these independent projects. Based on these statistical tests, we did not find that student gender had an impact on students’ learning outcomes. We also checked whether academic factors such as major, GPA, grades in previous course work, and the final grade in BIO/CHEM 475 had a significant link to student learning outcomes from the independent project. While students who majored in biochemistry (Supplemental Table S1 and Supplemental Table S2) had higher GPAs and final course grades and each individually showed higher average NLG, the unpaired t-tests showed no statistical significance between these individual background factors and learning outcomes. Unpaired t-tests were also used to assess differences in NLG between the 2022 and 2023 cohorts. The 2023 cohort was found to have a significantly higher learning gain than the 2022 cohort for the content questions (Supplemental Table S3). This indicates that despite the lower cloning success rate of the 2023 cohort, they gained a greater understanding of molecular biology and molecular cloning concepts than the 2022 cohort. While the reasons for this difference are unclear, these data show that cloning success is not necessary for effective education with this module.
In addition to evaluating students' mastery of lab techniques, we assessed their attitudes toward the project experience and molecular biology careers. One question, featured in both the pre- and post-project assessments, gauged their comfort level with pursuing careers involving molecular biology techniques. The results reveal that the project significantly improved students' comfort in molecular biology careers (p = 8.46 × 10-5), with the average score increasing from 3.60 to 4.09 on our 1–5 scale. Furthermore, the post-project questionnaire included inquiries about students' dedication to maximizing their learning experience and their assessment of the project’s value. Respondents rated their commitment at an average of 4.48 and considered the project a highly valuable learning opportunity, with an average assessment score of 4.73. Taken together, these findings underscore the value of the independent project in students’ academic growth as well as enthusiasm and confidence in molecular biology endeavors.
Supplemental Table S1: Anonymized raw data. All students’ answers and majors from the pre- and post-questionnaires that were collected during the 2022 and 2023 iterations of the Gibson Assembly CURE module. Reference Supplemental File 6 and Supplemental File 7 to see the corresponding pre- and post-questions, respectively. Please click here to download this table.
Supplemental Table S2: Differences in normalized learning gain by major for each section of the questionnaire. Unpaired t-tests determined that no question type showed significant differences in normalized learning gain (NLG) by major (p < 0.05). Please click here to download this table.
Supplemental Table S3: Difference in normalized learning gain by cohort for each section of the questionnaire. Unpaired t-tests showed that the 2023 cohort has a significantly higher normalized learning gain (NLG) for content questions compared to the 2022 cohort (p < 0.05). Please click here to download this table.
Supplemental File 1: Instructor Manual for Gibson Assembly CURE Module. A guide for instructors to implement the Gibson Assembly CURE Module. Step by step instructions are provided for instructors to prepare for the course by designing and screening Gibson Assembly Primers based on their template of interest. The topics and activities instructors should cover during each lecture and lab period for Experiments A–C are outlined. Please click here to download this file.
Supplemental File 2: Student Manual for Gibson Assembly CURE Module. A manual to provide to students, including relevant background information on Gibson Assembly and step-by-step protocols for each Experiment (A–C). Please click here to download this file.
Supplemental File 3: Experiment A Planning Worksheets (Individual and Team). Individual and team worksheets for students to understand and prepare for PCR amplification for Gibson Assembly fragment(s). Only one of these worksheets should be assigned by the instructor based on the structure of the independent project (individual or team-based). Please click here to download this file.
Supplemental File 4: Experiment B Planning Worksheet. Student worksheet to aid in the calculations required for the setup of the Gibson Assembly reaction. The number of fragments in the worksheet may be adjusted based on the cloning design for the plasmids of interest. Please click here to download this file.
Supplemental File 5: Experiment C Planning Worksheet. Student worksheet to aid in the design of a restriction digest or PCR experiment to screen for the plasmid of interest. Please click here to download this file.
Supplemental File 6: Gibson Assembly Pre-Questionnaire. Twenty-eight question questionnaire given to students prior to the start of the Gibson Assembly CURE Module. Please click here to download this file.
Supplemental File 7: Gibson Assembly Post-Questionnaire. Thirty question questionnaire given to students after completing the Gibson Assembly CURE Module. Please click here to download this file.
Supplemental File 8: Zip folder containing GenBank (.gb) sequence files of a polyketide hydroxylase gene, pUC19 vector, and Gibson-assembled plasmid, and Table of representative primers. Reference these files for exemplary primer design in the Benchling Assembly Wizard and completion of experimental planning worksheets. Please click here to download this file.