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In This Article

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

Summary

A semi-automated workflow is presented for targeted sequencing of 16S rRNA from human milk and other low-biomass sample types.

Abstract

Studies of microbial communities have become widespread with the development of relatively inexpensive, rapid, and high throughput sequencing. However, as with all these technologies, reproducible results depend on a laboratory workflow that incorporates appropriate precautions and controls. This is particularly important with low-biomass samples where contaminating bacterial DNA can generate misleading results. This article details a semi-automated workflow to identify microbes from human breast milk samples using targeted sequencing of the 16S ribosomal RNA (rRNA) V4 region on a low- to mid-throughput scale. The protocol describes sample preparation from whole milk including: sample lysis, nucleic acid extraction, amplification of the V4 region of the 16S rRNA gene, and library preparation with quality control measures. Importantly, the protocol and discussion consider issues that are salient to the preparation and analysis of low-biomass samples including appropriate positive and negative controls, PCR inhibitor removal, sample contamination by environmental, reagent, or experimental sources, and experimental best practices designed to ensure reproducibility. While the protocol as described is specific to human milk samples, it is adaptable to numerous low- and high-biomass sample types, including samples collected on swabs, frozen neat, or stabilized in a preservation buffer.

Introduction

The microbial communities that colonize humans are believed to be critically important to human health and disease influencing metabolism, immune development, susceptibility to disease, and responses to vaccination and drug therapy1,2. Efforts to understand the influence of the microbiota on human health currently emphasize the identification of microbes associated with defined anatomic compartments (i.e., skin, gut, oral, etc.), as well as localized sites within these compartments3,4. Underpinning these investigative efforts is the rapid emergence and increased accessibility of next-generation sequencing (NGS) technologies that provide a massively parallel platform for analysis of the microbial genetic content (microbiome) of a sample. For many physiological samples, the associated microbiome is both complex and abundant (i.e., stool), but, for some samples, the microbiome is represented by low microbial biomass (i.e., human milk, lower respiratory tract) where sensitivity, experimental artefacts, and possible contamination become major issues. The common challenges of microbiome studies and appropriate experimental design have been the subject of multiple review articles5,6,7,8.

Presented herein is a robust NGS experimental pipeline based on targeted sequencing of the rRNA 16S V4 region9 to characterize the microbiome of human milk. Microbiome analysis of human milk is complicated not only by an inherently low microbial biomass10, but additionally by high levels of human DNA background11,12,13,14 and potential carryover of PCR inhibitors15,16 in extracted nucleic acid. This protocol relies on commercially available extraction kits and semi-automated platforms that can help minimize variability across sample preparation batches. It incorporates a well-defined bacterial mock community that is processed alongside samples as a quality control to validate each step in the protocol and provide an independent metric of pipeline robustness. Although the protocol as described is specific to the human milk samples, it is readily adaptable to other sample types including stool, rectal, vaginal, skin, areolar, and oral swabs10,17, and can serve as a starting point for researchers who wish to perform microbiome analyses.

Protocol

For all protocol steps, proper personal protective equipment (PPE) must be worn, and stringent contamination prevention approaches need to be taken. Observe flow of work from pre-amplification work areas to post-amplification work areas to minimize contamination of samples. All supplies used are sterile, free of RNase, DNase, DNA, and pyrogen. All pipette tips are filtered. A flowchart of the protocol steps is provided (Figure 1).

1. Sample Lysis

NOTE: Sample lysis and nucleic acid extraction are performed using a DNA/RNA extraction kit in a clean-room environment where both engineering and procedural controls are in place to minimize the introduction of environmental bacteria to the samples.

  1. Work area preparation
    1. Clean the biosafety cabinet (BSC) work area with appropriate surface cleaner to eliminate any nucleic acid contamination.
    2. Turn on the temperature-controlled vortexer, and set it to 37 °C.
  2. Prepare guanidinium thiocyanate lysis buffer (see Table of Materials)
    1. Check the lysis buffer for precipitates. Re-dissolve precipitates by warming at 37 °C.
    2. Prepare 600 µL of lysis buffer with 6 µL β-mercaptoethanol (β-ME) for each sample. Consider an extra 20% volume per sample.
  3. Sample preparation
    1. If whole milk is frozen, thaw it on ice. Aliquot 5 mL of whole milk into a 15-mL or a 5-mL sterile tube in BSC and keep it on ice.
    2. Spin the 5-mL milk aliquot for 10 min at 5,000 x g at 4 °C to pellet cells.
    3. Remove the fat layer, now the top layer in the tube, with a plastic spatula or large bore pipette tip.
    4. Without disturbing the pellet, remove all the supernatant except for 100 µL.
    5. Wash the pellet by resuspending in 1 mL of sterile phosphate buffered saline (PBS).
    6. Prepare 1 negative control by adding 1 mL of sterile PBS to a 5-mL tube.
    7. Transfer the suspension to a clean 1.5-mL centrifuge tube, and spin in a microcentrifuge for 1 min (5,000 x g at room temperature (RT)).
    8. Use a 1,000 µL sterile filtered pipette tip to discard the entire supernatant/fatty layer.
    9. If not extracting the same day, snap freeze the cell pellet by putting it in an ethanol/dry ice slurry, and immediately transfer it to the -80 °C freezer.
  4. Sample disruption and homogenization (bead-beating)
    1. Add 600 µL of lysis buffer containing β-ME to the pellet, and transfer the suspension to a bead tube.
    2. Each extraction batch of 12 contains 10 samples, 1 negative control (prepared in step 3.7 above), and 1 positive control (prepared in the next step).
      1. Prepare 1 positive control with lysis buffer and 20 µL of the bacterial mock sample (the mock community used has a concentration, once extracted, of approximately 0.2 ng/µL of DNA).
    3. Vortex all bead tubes vigorously for 15 s.
    4. Heat samples on the temperature-controlled vortexer at 37 °C for 10 min, with shaking at 700 - 800 rpm.
    5. Load tubes into the automated sample disruptor adapter set.
    6. Bead beat for 1 min at 30 Hz.
    7. Disassemble the adaptor set and manually switch the adaptor set with the sample plates from the left robotic arm to the right robotic arm of the instrument.
    8. Bead beat for another 1 min at 30 Hz.
    9. Centrifuge tubes at 17,200 x g, for 3 min at 25 °C.
    10. Remove all of the supernatant with a 200 µL pipette, being careful not to get any of the fatty layer at the top of the sample or the bead residual at the bottom of the sample, and apply to a homogenizer column.
    11. Centrifuge homogenizer columns at maximum speed, 17,200 x g, for 3 min at 25 °C.
    12. Transfer 350 µL of eluate to a 2-mL manufacturer's microcentrifuge tube for use with the automated instrument for purification of DNA and RNA (do not use any other tube). Be careful not to transfer any residual fatty layer.
    13. If the flow-through volume is less than 350 µL, add lysis buffer with β-ME to a final volume of 350 µL.
    14. Leave the samples at RT for up to 2 h before proceeding to nucleic acid isolation using the automated DNA purification instrument, or freeze at -80 °C.
  5. Cleaning work area
    1. Clean all surfaces in use with a non-enzymatic decontamination solution, leave for 10 min, then spray with 70% ethanol and wipe down the surface.

2. Isolate DNA/RNA

  1. Work area preparation
    1. Turn on the heat block and set the temperature to 70 °C.
    2. Turn on the temperature-controlled vortexer and set the temperature to 37 °C.
    3. Warm up the elution buffer (EB) containing 10 mM Tris-Cl, pH 8.5, in a 50-mL tube to 70 °C.
    4. Warm up 350 µL of frozen sample lysates in 2 mL tubes at 37 °C until completely thawed without any precipitate (approximately 10 min).
  2. DNA purification
    1. Vortex and centrifuge the 2-mL tubes with sample briefly (3000 x g for 10 s).
    2. Insert 2 mL tubes into the shaker following the automated DNA/RNA purification instrument's loading chart, per the manufacturer's instructions.
    3. Get the rotor adaptors and set them up on the tray based on the number of samples.
    4. Label each rotor adaptor based on the sample's identification (ID).
    5. Cut off the lids and smooth the edges of individual spin columns for DNA and RNA.
    6. Insert the DNA spin column without the collection tube into the rotor adaptor. Discard the collection tube.
    7. Label 1.5 mL collection tubes, and insert into rotor adaptors.
    8. Set rotor adaptors into the centrifuge following the automated DNA/RNA purification instrument's loading chart.
    9. Insert manufacturer's 1,000 µL filter-tips into tip racks.
    10. Add RNase-free water to a 2-mL manufacturer's microcentrifuge tube based on the number of samples (per specific machine protocol instructions).
    11. Insert the tube into tube slot "A" of microcentrifuge tube slots.
    12. Discard any reagent that is left over in reagent bottles and fill with a minimum volume of 10 mL.
    13. Insert reagent bottles into the reagent bottle rack (except EB bottle).
    14. Add warm EB from a 50-mL tube to the reagent bottle position 6.
    15. Check 1.5 mL tubes are placed tightly in the rotor adaptors.
    16. Close the instrument's lid and select: "RNA"→ "extraction kit" → "Animal, tissues and cells" → "kit's name 350 µL Part A Custom DNA" → Edit Elution Volume to 100 µL (default) or 50 µL for low biomass samples → "Start."
    17. When complete, remove rotor adaptors out of the centrifuge and place them on the tray.
    18. Discard the DNA spin column from rotor adaptor position 3.
    19. Do NOT discard rotor adaptors, RNA is in position 2.
    20. Remove 1.5 mL collection tubes containing eluted DNA at position 3, and store in −20 °C.
    21. Collect sample-containing tubes from the shaker and store in −20 °C, if any sample is left over, otherwise discard.
    22. Continue with the protocol "kit's name 350 µL part B RNA" for further purification of RNA.
    23. RNA purification will be done from the approximately 350 µL flow-through that is in the middle position of the rotor adaptors.
  3. RNA purification
    1. Insert the RNA spin column without its collection tube and lid into the rotor adaptor.
    2. Label new 1.5 mL collection tubes and insert them into rotor adaptor as indicated in the manual.
    3. Set the rotor adaptors into the centrifuge following the automated DNA/RNA purification instrument's loading chart.
    4. Close the instrument's lid and select: "RNA" → "Manufacturer's Kit" → "Animal, tissues and cells" → "Standard Part B RNA" → "Start."
    5. When completed, remove rotor adaptors out of the centrifuge and place them on the tray.
    6. Discard RNA spin column from position 3.
    7. Remove 1.5 mL collection tubes containing 30 µL eluted RNA at position 3, and store at −80 °C.
    8. Remove reagent bottles.
    9. Dispose of rotor adaptor contents through appropriate hazardous waste channels.
  4. Clean work station
    1. Spray all the automated DNA/RNA purification instrument's accessories, such as reagent racks, tray, and any other surface in use with a non-enzymatic decontamination solution, leave for 10 min and rinse with deionized (DI) water, then let them dry.
    2. Spray the automated instrument with only manufacturer approved non-enzymatic decontamination solution, wipe the inside of the centrifuge along with all surfaces in use, leave for 10 min, and then wipe with 70% ethanol. Do not use other types of decontamination solutions as they can damage the instrument.

3. Targeted 16S PCR Set-up

NOTE: The set-up for the 16S PCR is carried out in a designated pre-amplification workspace located within the clean-room. The reagents and samples are prepared and then loaded onto a liquid handler to perform the PCR for each sample in triplicate (30 samples, which include true samples and extraction positive and negative controls, plus 2 PCR water controls in triplicate, for a total of 96 combined samples and controls). Once the PCR reactions are assembled and sealed, the sample plate is transferred to a thermal cycler located in a post-amplification area for cycling.

  1. Work area preparation
    1. Clean the PCR workstation. Spray all surfaces in use with an RNase, DNase, DNA decontaminant, followed by DI water two times, and finally 70% ethanol.
    2. Prepare the 16S PCR Worksheet (see Targeted 16S PCR Worksheet) with an accurate sample list, and assign different barcoded primers to each sample9. Print out the worksheet and the plate maps (see Plate 1).
  2. PCR master mix preparation
    NOTE: 16S primer selection is based on the region of interest for the particular study, and may change by study or sample type. Therefore, before ordering primers, it is important to confirm what area of the 16S rRNA best amplifies the microbes of interest for the particular study. This protocol as written is for amplification of the 16S V4 region. If different primers/region are selected, then the annealing temperature in the thermal cycling may require adjustment.
    1. Work in the PCR workstation to prepare everything.
    2. Take out 50 - 100 µL of DNA samples from -20 °C, and all the reagents needed, and thaw them on ice. Vortex and briefly spin down.
    3. The primers are pre-diluted to the working concentration of 5 µM in a minimum volume of 20 µL.
    4. Prepare the PCR master mix in the specific 5 mL tube with only the forward primer according to the calculation on the worksheet.
  3. Preparing the robotic liquid handler for automated PCR setup
    1. For samples, take out a 32-well instrument's sample adaptor, and load 50 - 100 µL of DNA samples according to the 96-well plate map according to the manufacturer's instructions.
      1. For each PCR plate, set up 2 negative controls by placing 30 µL of PCR water in a clean sample tube.
      2. Place all the samples on the 32-well instrument's sample adaptor with caps locked in open position.
    2. For reverse primers9
      1. Remove the cap of each reverse primer with specific barcode #'s one at a time (change gloves in between to avoid cross-contamination).
      2. Place a maximum of 32 primers on the instrument's reagent adaptor.
    3. Take out a 96-well PCR plate and label it with study name, sample number, date, and the technician's initials.
    4. Loading the robotic liquid handler
      1. Place the reagent adaptor in position B1. In order to avoid an edge effect, carefully place one edge of the adaptor against the grip side, and slowly bring the other edge down. Make sure to push on all the corners of the adaptors.
      2. Place the sample adaptor in Position C1. Make sure to push on all the corners of the adaptors.
      3. Vortex the 5-mL master mix, open the cap, and place it in position A on the instrument's master mix and reagent block.
      4. Place the PCR plate on the 96-well instrument's adaptor that is intended to hold half skirted PCR plates.
      5. Start the run and save as a new file.
      6. Follow the prompts and check mark each prompt: one, tips are available, two, waste box is available, and three, start.
    5. After the run is complete, verify there were no errors by checking the machine for error messages.
    6. Seal the plate with the 12 or 8 strip caps, vortex vigorously, and spin down for 1 min using a 96-well plate spinner, and place it on ice or in the refrigerator.
    7. Remove tubes containing reverse primers and samples.
    8. Take the 96-well plate to the post-amplification room and load the plate onto the thermal cycler and cycle according to the table of thermal-cycling conditions (see Table 1).

4. Targeted 16S Post-PCR Quality Control Using Tape-based Platform for Gel Electrophoresis

NOTE: Post-PCR quality control (QC) and all subsequent steps are carried out in a designated post-amplification area of the lab. The DNA is analyzed in an automated DNA/RNA fragment analyzer.

  1. Work area preparation
    1. Clean the workstation by spraying all surfaces in use with an RNase, DNase, DNA decontaminant, followed by DI water two times, and finally 70% ethanol.
    2. Gather all supplies and equipment needed.
  2. Prepare reagents
    1. Place sample buffer and ladder in the temperature-controlled vortexer at 25 °C for a minimum of 30 min.
  3. While the reagents are warming up, prepare PCR samples by pooling the 3 PCR replicates for each sample into a single tube
  4. Load samples on instrument.
  5. Briefly vortex and spin down tubes with pooled PCR product.
  6. Place the instrument's 96-well plate on a rack at RT and label it.
  7. Briefly vortex and spin down the sample buffer and ladder.
  8. Add 3 µL sample buffer to each well of the 96 well plate (need at least 53 µL/screen tape).
  9. Run an even number of samples; if there is odd number of samples, add 4 µL of sample buffer to an empty well.
  10. Add 1 µL of ladder to a ladder well.
  11. Following the map, add 1 µL of pooled PCR product to its designated well.
  12. Cover plate with foil seal
  13. Vortex the plate using the instrument's vortexer and adaptor at 2,000 rpm for 1 min.
  14. Spin down to position the sample at the bottom of the tube, if there are bubbles spin down again.
  15. Launch the software.
  16. Load the screen tape and loading tips into the instrument.
  17. Load samples into the fragment analyzer with a 96-well adaptor.
  18. Set up a run with the controller software.
  19. Make sure to select even numbered wells.
  20. Write sample IDs.
  21. Check that all the wells of the screen tape are highlighted in gray.
  22. Make sure the analyzer recognizes all the pipette tips.
  23. Select start and specify a filename to save the results (study name, sample numbers, and date).
  24. Refer to the manufacturer's instruction for more details.
  25. After the run is complete, discard tip, screen tape, and tubes.
  26. Analyze data for 16S peak nM (between 315 - 450 bp for V4). This peak will vary depending on the primers selected.

5. Library Calculation, Pooling, Clean-up, and QC

  1. After determining amplicon size and molarity of all samples, pool the libraries to achieve the final desired volume and nM for the pooled library (see Sample Calculation).
  2. Clean-up and concentrate the pooled library using a silica-membrane-based purification kit for PCR products, according to the manufacturer's protocol (see Table of Materials).
    1. Elute the DNA with a final volume of 50 µL.
  3. Measure the concentration of the cleaned library immediately by using a double stranded DNA high sensitivity kit for a fluorometer, according to the manufacturer's protocol.
    1. Dilute 2 µL of the pooled and cleaned library with 198 µL of the dilution buffer plus dye (1:100 dilution).
    2. Record the measured value from the fluorometric device and convert it according to the dilution factor.
  4. Using the concentration reading (ng/µL) for the pooled library, calculate the library molarity in nM. Use 1 µL undiluted library to measure the OD260/280 on a microvolume spectrophotometer.
    NOTE: A value of 1.8 - 2.0 indicates adequate purity of the library.
  5. Store the final library at -20 °C until ready for next generation sequencing.

Results

The protocol presented here includes important quality control (QC) steps to ensure that the data generated meet benchmarks for protocol sensitivity, specificity, and contamination control. The protocol's first QC step follows PCR amplification of the 16S V4 region (Figure 2). One µL of PCR product from each sample was analyzed by electrophoresis to confirm that it was within the expected size range of 315 - 450 bp (Figure 2

Discussion

Targeted next-generation sequencing of 16S rRNA is a widely used, rapid technique for microbiome characterization18. However, many factors, including batch effects, environmental contamination, sample cross-contamination, sensitivity, and reproducibility can adversely affect experimental results and confound their interpretation7,19,20. To best facilitate robust 16S analyses, microbiome workflows must inc...

Disclosures

The authors have nothing to disclose.

Acknowledgements

We would like to thank Helty Adisetiyo, PhD and Shangxin Yang, PhD for the development of the protocol.Overall support for the International Maternal Pediatric Adolescent AIDS Clinical Trials Group (IMPAACT) was provided by the National Institute of Allergy and Infectious Diseases (NIAID) of the National Institutes of Health (NIH) under Award Numbers UM1AI068632 (IMPAACT LOC), UM1AI068616 (IMPAACT SDMC) and UM1AI106716 (IMPAACT LC), with co-funding from the Eunice Kennedy Shriver National Institute of Child Health and Human Development (NICHD) and the National Institute of Mental Health (NIMH). The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH.

Materials

NameCompanyCatalog NumberComments
AllPrep RNA/DNA Mini KitQiagen80204DNA/RNA extraction kit
EliminaseFisher Scientific435532RNase, DNase, DNA decontaminant 
Thermo MixerFisher Scientifictemperature-controlled vortexer 
Buffer RLT plusQiagen1053393guanidinium thiocyanate lysis buffer/ Part of Allprep kit
ß-Mercaptoethanol Sigma Aldrich63689-25ML-Fß-ME is a reducing agent that will irreversibly denature RNases by reducing disulfide bonds
LME BeadsMP Biomedicals116914050bead tube
QIAgen TissueLyzerQiagen85300automated sample disruptor adapter set
QIAshredder columnQiagen 79654
QIAgen RB tubemanufacturer's microcentrifuge tube in kit
QIAcube and related plasticwareQiagen9001292automated DNA/RNA purification instrument
DNA exitus plusApplichemA7089non-enzymatic decontamination solution
EB BufferQiagen19086elution buffer
QIAgility and related plasticwareQiagen9001532robotic liquid handler
PCR waterMO BIO17000-
5PRIME HotMasterMixQuantabio2200400
Barcoded reverse primersEurofinNo Catalog #'sdesigned and ordered
 96 well PCR plateUSA scientific1402-9708
Tapestation 2200 and related plasticwareAgilentG2964AAautomated DNA/RNA fragment analyzer
D1000 reagents for Tapestation Agilent5067-5585Sample buffer and ladder are part of this kit
OneStep PCR Inhibitor Removal Kit Zymo Research50444470PCR inhibitor removal is done per the manufacturer's instructions.
QIAquick PCR Purification KitQiagen28104DNA clean up kit: silica-membrane-based purification of PCR products
Qubit dsDNA HS Assay KitThermo FisherQ32854dimethylsulfoxide-based dilution buffer and dye are part of this kit.
Qubit FluorometerThermo FisherQ33216
NanoDropThermo Fishermicrovolume spectrophotometer
MiSeq 300 V2 kitIllumina15033624/15033626
MiSeq   IlluminaNo Catalog #'snext generation sequencer

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