A subscription to JoVE is required to view this content. Sign in or start your free trial.

In This Article

  • Summary
  • Abstract
  • Introduction
  • Protocol
  • Results
  • Discussion
  • Disclosures
  • Acknowledgements
  • Materials
  • References
  • Reprints and Permissions

Summary

This protocol presents a method to isolate RNA from Pseudomonas aeruginosa biofilms grown in chamber slides for high throughput sequencing.

Abstract

Pseudomonas aeruginosa is an opportunistic bacterial pathogen that causes infections in the airways of cystic fibrosis (CF) patients. P. aeruginosa is known for its ability to form biofilms that are protected by a matrix of exopolysaccharides. This matrix allows the microorganisms to be more resilient to external factors, including antibiotic treatment. One of the most common methods of biofilm growth for research is in microtiter plates or chambered slides. The advantage of these systems is that they allow for the testing of multiple growth conditions, but their disadvantage is that they produce limited amounts of biofilm for RNA extraction. The purpose of this article is to provide a detailed, step by step protocol on how to extract total RNA from small amounts of biofilm of sufficient quality and quantity for high throughput sequencing. This protocol allows for the study of gene expression within these biofilm systems.

Introduction

Most chronic bacterial infections, such as pulmonary infections in cystic fibrosis (CF) patients and prosthesis related infections, are characterized by the growth of organisms within biofilms. Biofilms1 are communities of bacteria encased in a matrix composed primarily of polysaccharides2. Bacteria within biofilms can be slow growing, metabolically dormant, and in anaerobic, hypoxic conditions. Biofilms are more resistant to antibiotics due to factors such as decreased antibiotic penetration, increased expression of drug efflux pumps, and decreased cell division3. For these and other reasons, they are of great research interest.

In order to accurately study persistent infections such as chronic Pseudomonas aeruginosa infections in CF patients, the growth conditions seen with biofilm formation need to be accurately reflected in vitro. A common, high throughput method is to grow them in chamber slides or microtiter plates and monitor biofilm formation by confocal microscopy4. It is known that a key regulator in the transition from a planktonic, or free-floating, to biofilm bacterial lifestyle is the secondary messenger, cyclic-di-GMP5. Increased cyclic-di-GMP levels increase the expression of specific genes that promote biofilm growth. Small non-coding regulatory RNAs and quorum sensing also play important roles in regulation of biofilm formation5. Measuring biofilm gene expression by sequencing extracted bacterial RNA can be challenging. P. aeruginosa, for example, produces three exopolysaccharides (Psl, Pel and alginate), which are produced in significant amounts in biofilms6,7. These polysaccharides can interfere with RNA extraction and purification leading to impure preparations containing low levels of bacterial mRNA8. Commercially available RNA extraction kits are able to produce high quality RNA from planktonic bacterial cultures but may not work as well with biofilm cultures9,10,11. There are a few commercial RNA extraction kits that claim to work for biofilms, one of which we use with this method.

In this manuscript, we describe the procedures for growing P. aeruginosa biofilms in chamber slides and extracting bacterial mRNA for high throughput sequencing12,13. Utilizing clinical isolates collected from sputum samples from CF patients, we demonstrate that these methods can be used for isolates with varying growth characteristics. In comparison to prior publications, this protocol is described in detail to enable better success in studying bacterial biofilm gene expression11,14,15,16.

Protocol

The Research Ethics Board (REB) is required for the collection and processing of sputum samples from human subjects. This study was approved by the Hospital for Sick Children (REB#1000019444). Research Ethics Board (REB) is required to collect and store sputum samples from human subjects. These studies were approved by the Hospital for Sick Children REB#1000058579.

1. Biofilm formation

  1. Grow Pseudomonas aeruginosa isolates obtained from the sputum samples of CF patients used in this study on Luria Broth (LB) agar plates in a 37 °C incubator overnight.
    NOTE: Proper streaking technique is important for obtaining single bacterial colonies. Streaking while rotating the plate will dilute the bacteria cells sufficiently so that single colonies can grow.
    1. Streak bacteria using an inoculation loop in a zig-zag pattern at the top end of a fresh LB plate until about ¼ of the plate is covered.
    2. Rotate the plate about 60°. Take a new inoculation loop and pass it once through the streaked area and into a second, clean area of the plate, repeating the zig-zag pattern.
    3. Repeat step 1.1.2 with a fresh loop into a third area of the plate. Replace the lid and invert the plate when placing in the incubator.
  2. Use a sterile inoculating loop to pick a single bacterial colony from an agar plate (containing a single bacterial strain) and inoculate a culture tube filled with 5 mL of sterile LB media. Using a new loop each time, inoculate two additional culture tubes filled with 5 mL of LB media from the same plate.
  3. Repeat the same inoculation procedure for the different bacterial strains. Grow the cultures overnight at 37 °C with shaking at 220 RPM.
    NOTE: Each agar plate containing a single bacterial strain is used to inoculate 3 independent culture tubes. The three tubes represent biological replicates in triplicate for one strain and are treated as separate samples. This is different from technical replicates which would entail extracting RNA 3 times from a single culture tube.
  4. Prepare 1:100 dilutions of the overnight cultures by transferring 50 µL of an overnight culture into a new culture tube containing 4.95 mL of new LB media.
  5. Grow the diluted cultures for another 3 h at 37 °C with shaking at 220 RPM or until the OD600 is 0.1 or higher. Measure the cell densities on a spectrophotometer at OD600.
  6. In a new 1.7 mL microfuge tube, adjust theOD600 to 0.1 (early log phase) in a total volume of 1.5 mL with fresh LB.
  7. Mix gently by inversion. Transfer 300 µL of each adjusted culture into 4 wells of an 8-well chamber slide to end up with 2 different samples per slide (Figure 1).
  8. Place the slides, undisturbed, in a 37 °C incubator overnight for 24 h. To prevent evaporation, place the slides on the top of a damp paper towel in a small plastic tray.

2. Biofilm recovery

NOTE: Each glass slide contains eight separate wells. A single sample consists of four wells with biofilms that will be pooled17. This extraction protocol is for 1 sample (4 wells) where the biofilms are recovered from 2 wells at a time. RNA extractions are performed using a commercial RNA extraction kit that includes a bead beating step and a column-based cleanup, with modifications. Follow the manufacturer's instructions for reagent preparation.

  1. In a laminar flow hood, slowly remove the media from 2 out of 4 wells using a pipette tip. Tilt the slide at a 45° angle and pipet the media out from the bottom corner of the wells to prevent detachment of the biofilms.
  2. Keeping the slide tilted, wash the planktonic cells off by gently pipetting 300 µL of RNase-free water into the bottom corner of the two emptied wells. Remove the water by gently pipetting it out, as described in step 2.1. Repeat the wash step removing as much water as possible.
  3. Add 300 µL of an RNA protection reagent (see Table of Materials) to each of the two emptied wells with biofilms at their base. Place the chamber slide on a glass plate to prevent the wells from breaking, and then scrape the biofilms in the 2 wells with a small, nuclease free, sterile metal spatula to re-suspend the biofilm bacteria. Let sit until the biofilms are recovered from the 2 remaining untouched wells from the same sample.
    NOTE: The addition of an RNA protection reagent ensures the stability of the biofilm samples in the scraped wells at ambient temperature while processing the remaining two wells of the same sample. The RNA protection reagent lyses cells and inactivates nucleases and infectious agents, resulting in preservation of the RNA.
  4. To recover biofilms from the remaining 2 wells for a sample (reminder: one sample is comprised of 4 wells), remove the LB media from the 2 remaining new wells in the same way as described in step 2.1. Repeat step 2.2 to wash off the planktonic cells with RNase-free water from both new wells, as before.
  5. Go back to the first 2 wells with scraped biofilms in protection reagent, generated at the end of step 2.3, and slowly pipet to mix the 300 µL of re-suspended biofilm from one scraped well, trying not to create too many bubbles.
    1. Transfer all the contents from the well into one of the newly washed, emptied wells. Mix and transfer 300 µL of re-suspended biofilm from the second scraped well in the remaining, newly washed, emptied well.
      NOTE: Instead of adding new RNA protection reagent to the 2 newly washed wells with biofilms, transfer the previously scraped biofilms already in protection reagent to these freshly washed wells. This will keep the combined sample volume low enough to meet the input requirements for the commercial RNA extraction kit. See Figure 1 for a schematic.
  6. Repeat scraping the biofilms in the new wells as in step 2.3, by placing the chamber slide on a glass plate and scraping the biofilms in the 2 new wells with a small, nuclease free, sterile metal spatula to re-suspend the biofilm bacteria.
  7. Combine all the re-suspended biofilm from the 2 new wells into a single RNase-free, low-bind, 1.5 mL microcentrifuge tube. Measure the volume, which should be ~500 - 600 µL total.
    NOTE: The combined biofilm suspension from this second pair of new wells will contain all of the biofilm material from the original 4 wells of a sample.

3. Total RNA isolation and quality assessment

NOTE: RNA extraction is performed using a commercial RNA extraction kit that claims to work on biofilms. The individual components are included in the Table of Materials, if possible. Explanations of the mechanisms behind each purification step are provided when possible.

  1. Add enough RNA protection reagent to total 750 µL in the tube. Transfer the entire volume to a 2 mL bead beating lysis tube containing 0.1 and 0.5 mm beads (see Table of Materials). Beat for 2 ½ min in a bead beater at maximum speed.
    NOTE: The combination of 0.1 mm and 0.5 mm high density beads plus high-speed mixing on a bead beater ensures thorough homogenization of microbial cell walls.
  2. Centrifuge at 16,000 x g for 1 min to pellet the beads. Transfer the supernatant to a new microcentrifuge tube, minimizing the transfer of any beads, which will make step 3.3 easier. Measure the volume.
  3. Add an equal volume of RNA lysis buffer (~450 µL) and mix well. Transfer up to 800 µL of sample, avoiding transfer of any beads, to a silica column in a collection tube and centrifuge at 16,000 x g for 30 s. Save the flow-through as it contains the RNA while DNA is bound to the column.
    NOTE: The RNA lysis buffer contains guanidinium thiocyanate and the detergent N-lauroylsarcosine to lyse cells. Guanidinium thiocyanate is a chaotropic agent that also inactivates nucleases and, in the presence of silica, found in the spin column, promotes the binding of DNA to the silica18. The absence of ethanol allows for preferential binding of DNA and not RNA to the silica spin-column19. The purpose of step 3.3 is to bind and remove genomic DNA. We want to retain the RNA, which is contained in the flow-through portion.
  4. If more sample remains, transfer the column to a new collection tube and reload with the rest of the sample. Centrifuge at 16,000 x g for 30 s. Keep the flow-through with the RNA and combine with the first aliquot.
  5. Measure the combined flow-through volume and add an equal volume of 100 % ethanol and mix well. Transfer up to 800 µL of the solution to a new, second silica spin-column in a collection tube and centrifuge at 16,000 x g for 30 s. Discard the flow-through.
    NOTE: The addition of ethanol to the chaotropic salt solution containing the RNA enhances the binding of RNA to the silica spin-column19.
  6. For solutions > 800 µL, reload the spin-column and centrifuge until the entire solution is spun through. Discard the flow-through after each spin.
  7. Add 400 µL of wash buffer to the column and centrifuge at 16,000 x g for 30 s to remove some of the salts. Discard the flow-through.
  8. Prepare the DNase I reaction mix according to the manufacturer's instructions and carry out the in-column DNase treatment to remove any residual DNA.
  9. Resuspend the lyophilized DNase I in 275 µL of RNase-free water to make a 1 U/µL solution. Mix by gentle inversion.
  10. Combine 5 µL of diluted DNase I with 75 µL of the provided DNase digestion buffer. Mix gently by inversion.
  11. Add 80 µL of the prepared solution directly onto the column matrix. Incubate at room temperature for 20 min.
  12. Add 400 µL of RNA prep buffer to the column and centrifuge at 16,000 x g for 30 s. Discard the flow-through.
  13. Add 700 µL of RNA wash buffer to the column and repeat the centrifugation. Discard the flow-through.
  14. Add 400 µL of RNA wash buffer and centrifuge the column for 2 min to completely remove any residual buffer.
    NOTE: There are 2 different wash steps to remove impurities on the column. The prep buffer contains a weak chaotropic salt mixed with ethanol in order to remove residual proteins. Next, the wash buffer is used to perform ethanol washes to remove salts. Any remaining ethanol must be removed to allow efficient elution of the RNA19,20.
  15. Carefully transfer the column to a new, low-bind microcentrifuge tube.
  16. Add 50 µL of RNase-free water directly to the column matrix and incubate for 5 min. Centrifuge at 16,000 x g for 1 min to elute the RNA.
  17. For additional cleanup to remove PCR inhibitors, place a PCR inhibitor filter into a new collection tube. Add 600 µL of the provided inhibitor prep solution (see Table of Materials).
  18. Centrifuge at 8,000 x g for 3 min to wash the filter. Transfer the washed filter into a new low-bind microcentrifuge tube.
  19. Transfer the eluted RNA from step 3.13 into the washed filter, and centrifuge at 16,000 x g for 3 min.
    NOTE: The RNA can be used immediately or stored at -80 °C.
  20. Determine the concentration of the RNA using a high sensitivity fluorometric system21.
    NOTE: These systems allow for sensitive quantitation of a small amount of RNA in solution that is specific to the target of interest.
    1. Assess the quality of the RNA using an automated electrophoresis system that can provide a RIN (RNA integrity number), which is a measure of RNA quality22,23.

4. Ribosomal RNA depletion and high throughput sequencing

  1. Submit RNAs to the Centre for the Analysis of Genome Evolution and Function (CAGEF) genome centre at the University of Toronto (Toronto, Canada) (https://www.cagef.utoronto.ca/) for bacterial rRNA depletion and RNA directional library preparation (see Table of Materials).
    NOTE: Bacterial rRNA depletion targets the 5S, 16S and 23S rRNAs for removal24.
  2. Deplete rRNAs using a commercial rRNA bacterial depletion kit. Follow the protocol for inputting 10 ng - 1 µg intact or partially degraded total RNA.
  3. Construct RNA sequencing libraries using an RNA directional library prep kit with different indexes attached to each library.
  4. Pool equimolar amounts of each RNA library and perform high throughput sequencing with 100-base paired-end reads25.

5. Quality assessment of sequencing reads

NOTE : Check the quality of the sequencing reads using the freely available program, FastQC26, available through the free, open-source platform, Galaxy27.

  1. Go to https://usegalaxy.org/. Click on the Login or Register menu and log in with credentials or create an account.
  2. Click on the Upload Data link at the top left of the page, under the Tools menu, and upload the fastq.gz sequencing files. Wait for the file names appear on the right side of the page, under the History panel.
  3. Select FASTQ Quality Control under the Tools menu to reveal a list of programs. Select FastQC, which will populate the middle panel of the screen.
  4. Under Short read data from your current history, select the uploaded fastq.gz files from the pull-down menu.
  5. Select Execute to run the program.
  6. View the results under the History panel (Table 2).
    NOTE: For more detailed instructions on how to use Galaxy, visit the support page at https://galaxyproject.org/support/.

6. Mapping of sequencing reads

NOTE : Listed is a basic pipeline for adapter trimming and read mapping for RNA-seq data. Adapter sequences are trimmed from the reads using Trimmomatic28. The trimmed reads are mapped to the P. aeruginosa PAO1 reference genome (NC_002516.2), obtained from NCBI (https://www.ncbi.nlm.nih.gov/)29using BWA30 and Samtools31. For simplicity, a pair of reads are called PA_1.fq and PA_2.fq; the adapter read file to be trimmed is called adapter.fa; and the PAO1 reference sequence is called PAO1.fasta. All of the tools are open source and run in a UNIX/LINUX environment. It is strongly advised you familiarize yourself with the fundamentals of UNIX/LINUX in order to execute these commands.

  1. Open a window in UNIX/LINUX.
  2. Install Java, Trimmomatic, BWA and Samtools.
  3. Navigate into the folder where the file trimmomatic-0.39.jar resides.
  4. Trim off any adapter sequences from the reads by typing the command:
    Java -jar PA_1.fq PA_2.fq PA_1_paired.fq PA_1_unpaired.fq PA_2_paired.fq PA_2_unpaired.fq ILLUMINACLIP: adapters.fa
    NOTE: Only adapter sequences are removed. Reads have not been trimmed for quality32.
  5. Move the PAO1.fasta reference file into the same folder.
  6. Index the reference using BWA with the command:
    Bwa index PA01.fasta
  7. Map the paired reads to the reference genome by typing the following 4 commands. Type each command after the previous one has finished.
    Bwa -mem PA01.fasta PA_1_paired.fq PA2_2_paired.fq > PA_R1R2_map.mem.sam
    Samtools view -S -b PA_R1R2_map.mem.sam > PA_R1R2.bam
    Samtools sort PA_R1R2.bam -o PA_R1R2_sorted.bam
    Samtools index PA288_Rep1_R1R2_sorted.bam
  8. View the mapping statistics by typing the command:
    Samtools flagstat PA_R1R2_sorted.bam
    NOTE: The 3rd line of the statistics reports the proportion of the reads that map to the reference genome.
  9. Calculate the mean read depth and breadth of coverage with the following 2 commands33, respectively:
    samtools depth -a PA_R1R2_sorted.bam | awk '{c++;s+=$3}END{print s/c}'
    samtools depth -a PA288_Rep1_R1R2_sorted.bam | awk '{c++; if($3>0) total+=1}END{print (total/c)*100}'

Results

The general overview of the method is shown in Figure 1. We previously used 8-well chamber slides to grow P. aeruginosa biofilms and expose them to antibiotics before then examining them via confocal microscopy at different time points12,13. This method can be used to extract total RNA directly from biofilms grown in this system in order to study gene expression changes post treatment. This protocol has been optimized for

Discussion

Total RNA is successfully extracted from 17 different bacterial biofilm samples in triplicate, yielding a total of 51 samples. The forty-nine RNA libraries are pooled and successfully sequenced. Overall, this validates our quality criteria with a 96 % success rate even though more than half the samples are considered to be low abundance and of sub-optimal quality34,35,36,37.

Disclosures

The authors have no disclosures to declare.

Acknowledgements

Author contributions: P.W., Y.Y. and V.W were involved in conceptualizing the study. K.G., L.J., A.M. and P.W. optimized the lab protocols. Funding for K.G. was supported by the Student Work Placement Program subsidy through BioTalent Canada.

Materials

NameCompanyCatalog NumberComments
Agilent 2100 BioanalyzerAgilentG2939BAAutomated electrophoresis of biomolecules
Agilent RNA 6000 pico kitAgilent5067-1513High sensitivity RNA electrophoresis chip to generate a RIN
DNA/RNA Lysis BufferZymo ResearchD7001-1-50A guanidinium thiocyanate and N-Lauroylsarcosine-based lysis buffer sold as part of a nucleic acid purification kit
DNA/RNA Prep BufferZymo ResearchD7010-2-10A guanidine HCl and ethanol buffer used for purification of DNA and RNA
DNA/RNA ShieldZymo ResearchR1100-50DNA and RNA preservation/protection reagent
DNA/RNA Wash BufferZymo ResearchD7010-3-6A salt and ethanol buffer used for purification of DNA and RNA
DNBSEQ G-400RSMGIG-400RSHigh throughput sequencer
MGIEasy RNA Directional Library Prep SetMGI1000006386Generate libraries for MGI high-throughput sequencing platforms from total RNA.
Mini-Beadbeater-96BioSpec1001A high energy, high throughput cell disrupter
NEBNext rRNA Depletion Kit (bacteria)New England BiolabsE7850XEfficient and specific depletion of bacterial rRNA (5S, 16S, 23S)
Nunc Lab-Tek II chamber slide systemThermo Fisher Scientific1545348-well chamber slide with removable wells
Qubit FluorometerThermo Fisher ScientificQ33238Fluorometer for DNA, RNA and proteins
Qubit RNA HS Assay KitThermo Fisher ScientificQ32852High sensitivity fluorometric assay to measure RNA concentration
Spin-Away FiltersZymo ResearchC1006-50-FSilica-based spin column primarily used to bind or remove genomic DNA
Sterile inoculation loops, 1 uLSarstedt86.1567.050Sterile, disposable inoculation loops for manipulation of microorganisms
ZR BashingBead Lysis tubesZymo ResearchS6003-502 mL tubes containing 0.1 and 0.5 mm bead lysis matrix for homogenizing biological samples
Zymo Spin IIICG ColumnsZymo ResearchC1006-50-GSilica-based spin column for purification of DNA and RNA
Zymo-Spin III-HRC FiltersZymo ResearchC1058-50Remove inhibitors such as polyphenolic compounds, humic/fulvic acids, tannins, melanin, etc.
Zymobiomics DNA/RNA Miniprep kitZymo ResearchR2002DNA and RNA dual extraction kit
Zymobiomics HRC Prep solutionZymo ResearchD4300-7-30To be used with Zymo-Spin III-HRC Filters to remove PCR inhibitors

References

  1. Beaudoin, T., Waters, V. Infections With Biofilm Formation: Selection of Antimicrobials and Role of Prolonged Antibiotic Therapy. The Pediatric Infectious Disease Journal. 35 (6), 695-697 (2016).
  2. Bjarnsholt, T., et al. The in vivo biofilm. Trends in Microbiology. 21 (9), 466-474 (2013).
  3. Folsom, J. P., et al. Physiology of Pseudomonas aeruginosa in biofilms as revealed by transcriptome analysis. BMC Microbiology. 10, 294 (2010).
  4. Azeredo, J., et al. Critical review on biofilm methods. Critical Reviews in Microbiology. 43 (3), 313-351 (2017).
  5. Bjarnsholt, T., Ciofu, O., Molin, S., Givskov, M., Hoiby, N. Applying insights from biofilm biology to drug development - can a new approach be developed. Nature Reviews Drug Discovery. 12 (10), 791-808 (2013).
  6. Colvin, K. M., et al. The Pel and Psl polysaccharides provide Pseudomonas aeruginosa structural redundancy within the biofilm matrix. Environmental Microbiology. 14 (8), 1913-1928 (2012).
  7. Hentzer, M., et al. Alginate overproduction affects Pseudomonas aeruginosa biofilm structure and function. Journal of Bacteriology. 183 (18), 5395-5401 (2001).
  8. Cury, J. A., Koo, H. Extraction and purification of total RNA from Streptococcus mutans biofilms. Analytical Biochemistry. 365 (2), 208-214 (2007).
  9. Francavilla, M., et al. Extraction, characterization and in vivo neuromodulatory activity of phytosterols from microalga Dunaliella tertiolecta. Current Medicinal Chemistry. 19 (18), 3058-3067 (2012).
  10. Atshan, S. S., et al. Improved method for the isolation of RNA from bacteria refractory to disruption, including S. aureus producing biofilm. Gene. 494 (2), 219-224 (2012).
  11. Franca, A., Melo, L. D., Cerca, N. Comparison of RNA extraction methods from biofilm samples of Staphylococcus epidermidis. BMC Research Notes. 4, 572 (2011).
  12. Jurcisek, J. A., Dickson, A. C., Bruggeman, M. E., Bakaletz, L. O. In vitro biofilm formation in an 8-well chamber slide. The Journal of Visusalized Experiments. (47), e2481 (2011).
  13. Beaudoin, T., Kennedy, S., Yau, Y., Waters, V. Visualizing the effects of sputum on biofilm development using a chambered coverglass model. The Journal of Visusalized Experiments. (118), e54819 (2016).
  14. Cockeran, R., et al. Biofilm formation and induction of stress response genes is a common response of several serotypes of the pneumococcus to cigarette smoke condensate. The Journal of Infection. 80 (2), 204-209 (2020).
  15. Bisht, K., Moore, J. L., Caprioli, R. M., Skaar, E. P., Wakeman, C. A. Impact of temperature-dependent phage expression on Pseudomonas aeruginosa biofilm formation. npj Biofilmsand Microbiomes. 7 (22), (2021).
  16. Harrison, A., et al. Reprioritization of biofilm metabolism is associated with nutrient adaptation and long-term survival of Haemophilus influenzae. NPJ Biofilms and Microbiomes. 5 (1), 33 (2019).
  17. Sousa, C., Franca, A., Cerca, N. Assessing and reducing sources of gene expression variability in Staphylococcus epidermidis biofilms. BioTechniques. 57, 295-301 (2014).
  18. Boom, R. Rapid and simple method for purification of nucleic acids. Journal of Clinical Microbiology. 28 (3), 495-503 (1990).
  19. . Re: How do silica based RNA spin columns only bind RNA and not DNA Available from: https://www.researchgate.net/post/How_do_silica_based_RNA_spin_columns_only_bind_RNA_and_not_DNA/60b017bffa5c4151cac1c/citation/download (2021)
  20. . A complete guide to how nucleic extraction kits work Available from: https://bitesizebio.com/13516/how-dna-extraction-rna-miniprep-kits-work/ (2021)
  21. Qubit RNA HS Assay Kit User Guide. Thermo Fisher Scientific Available from: https://www.thermofisher.com/document-connect/document-connect.html?url=https%3A%2F%2Fassets.thermofisher.com%2FTFS-Assets%2FLSG%2Fmanuals%2FQubit_RNA_HS_Assay_UG.pdf&title=VXNlciBHdWlkZTogUXViaXQgUk5BIEhTIEFzc2F5IEtpdHM (2015)
  22. . RNA Integrity Number (RIN) - Standardization of RNA Quality Control (Application report # 5989-1165EN) Available from: https://www.agilent.com/cd/library/applications/5989-1165EN.pdf (2016)
  23. Schroeder, A., et al. The RIN: an RNA integrity number for assigning integrity values to RNA measurements. BMC Molecular Biology. 7, 3 (2006).
  24. Culviner, P. H., Guegler, C. K., Laub, M. T. A Simple, Cost-Effective, and Robust Method for rRNA Depletion in RNA-Sequencing Studies. mBio. 11 (2), (2020).
  25. MGIEasy RNA Directional Library Prep Set User Manual verA2. MGI Tech Co Available from: https://en.mgi-tech.com/products/reagents_info/14/ (2020)
  26. Afgan, E., et al. The Galaxy platform for accessible, reproducible and collaborative biomedical analyses: 2018 update. Nucleic Acids Research. 46, 537-544 (2018).
  27. Bolger, A. M., Lohse, M., Usadel, B. Trimmomatic: A flexible trimmer for Illumina Sequence Data. Bioinformatics. , (2014).
  28. NCBI Resource Coordinators. Database resources of the National Center for Biotechnology Information. Nucleic Acids Research. 44 (1), (2016).
  29. Li, H. Aligning sequence reads, clone sequences and assembly contigs with BWA-MEM. arXiv. , (2013).
  30. Li, H., et al. The Sequence Alignment/Map format and SAMtools. Bioinformatics. 25 (16), (2009).
  31. Liao, Y., Shi, W. Read trimming is not required for mapping and quantification of RNA-seq reads at the gene level. NAR Genomics and Bioinformatics. 2 (3), (2020).
  32. . Calculating Mapping Statistics from a SAM/BAM file using SAMtools and awk Available from: https://sarahpenir.github.io/bioinformatics/awk/calculating-mapping-stats-from-a-bam-file-using-samtools-and-awk/ (2019)
  33. Haile, S., et al. Evaluation of protocols for rRNA depletion based RNA sequencing of nanogram inputs of mammalian total RNA. PLoS ONE. 14 (10), 0224578 (2019).
  34. Schuierer, S., et al. A comprehensive assessment of RNA-seq protocols for degraded and low-quantity samples. BMC Genomics. 18 (442), (2017).
  35. Shanker, S., et al. Evaluation of Commercially Available RNA Amplification Kits for RNA Sequencing Using Very Low Input Amounts of Total RNA. Journal of Biomolecular Techniques. 26 (1), (2015).
  36. Adiconis, X., et al. Comparative analysis of RNA sequencing methods for degraded or low-input samples. Nature Methods. 10, 623-629 (2013).
  37. Conesa, A., et al. A survey of best practices for RNA-seq data analysis. Genome Biology. 17 (13), (2016).
  38. . Coverage depth recommendations Available from: https://www.illumina.com/science/technology/next-generation-sequencing/plan-experiments/coverage.html (2021)
  39. What is a good sequencing depth for bulk RNA-Seq. ECSEQ Bioinformatics Available from: https://www.ecseq.com/support/ngs/what-is-a-good-sequencing-death-for-bulk-rna-seq (2019)
  40. . Sequencing coverage and breadth of coverage Available from: https://www.reneshbedre.com/blog/sequencing-coverage.html (2021)
  41. Dotsch, A., et al. The Pseudomonas aeruginosa transcriptome in planktonic cultures and static biofilms using RNA sequencing. PLoS One. 7 (2), 31092 (2012).
  42. Chen, Y., et al. Population dynamics and transcriptomic responses of Pseudomonas aeruginosa in a complex laboratory microbial community. npj Biofilms and Microbiomes. 5 (1), (2019).
  43. Thoming, J. G., et al. Parallel evolutionary paths to produce more than one Pseudomonas aeruginosa biofilm phenotype. NPJ Biofilms and Microbiomes. 6, 2 (2020).
  44. Soares, A., et al. Understanding ciprofloxacin failure in Pseudomonas aeruginosa biofilm: persister cells survive matrix disruption. Frontiers in Microbiology. 10, 2603 (2019).
  45. Whiteley, M., et al. Gene expression in Pseudomonas aeruginosa biofilms. Nature. 413, (2001).
  46. Chomczynski, P., Sacchi, N. The single-step method of RNA isolation by acid guanidinium thiocyanate-phenol-chloroform extraction: twenty-something years on. Nature Protocols. 1, (2006).
  47. Liu, Y., Zhou, J., White, K. P. RNA-seq differential expression studies: more sequence or more replication. Bioinformatics. 30 (3), (2014).
  48. . Methods of RNA Quality Assessment Available from: https://www.promega.ca/resources/pubhub/methods-of-rna-quality-assessment/ (2021)

Reprints and Permissions

Request permission to reuse the text or figures of this JoVE article

Request Permission

Explore More Articles

Total RNA IsolationPseudomonas AeruginosaBiofilmsGene ExpressionCystic FibrosisExopolysaccharidesMicrotiter PlatesChambered SlidesRNA Extraction ProtocolHigh Throughput Sequencing

This article has been published

Video Coming Soon

JoVE Logo

Privacy

Terms of Use

Policies

Research

Education

ABOUT JoVE

Copyright © 2025 MyJoVE Corporation. All rights reserved