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Assessment of microbial population diversity in polymicrobial research samples by 16S single or multi-V region sequencing
E.Bolchakova, A. Schramm , A. Lackey, P. Balachandran
Thermo Fisher Scientific, Pharma Analytics group, 180 Oyster Point Blvd, South San Francisco, CA, 94080
Materials and Methods
Fig 1. 16S metagenomics primer sets simultaneously amplify several
hypervariable regions of bacterial 16S rDNA gene
Table 1. How many PCR cycles to use if sample contains mostly
non-microbial DNA?
Table 2 . Oral microbiome study. If a single or two V regions are used to query the
sample, true diversity of the sample will be missed.
Fig 2. Monitoring growth-conditions-induced changes in water microbial
community
Original community
Changes in community are easily seen: the entire group of microbes, amplified by
V6,7 primer set is missing in cultured sample.
For Research Use Only. Not for use in diagnostic procedures.
Analysis of 16S sequences in microbial populations using NGS gives a rapid overview
of the community diversity, and is usually performed by sequencing one or two
hypervariable regions (V-regions), out of the nine present in the 16S rRNA gene. In this
study we compared the community structure of fecal, oral and water microbiomes by
analyzing sequences from a single variable region, or from the seven V-regions (V2, V3,
V4, V6-7, V8 and V9) included into Ion 16S™ Metagenomics Kit (multi-V analysis)
Total DNA from fecal samples was prepared by suspending the material in PBS,
centrifuging to remove crude debris, bead beating and finally extracting DNA using the
PrepSEQ® sample preparation kit. Direct lysis method was applied to a water sample
DNA , extracted from 1 ml of water sample or from the community cultured two days on
R2A media on a 0.45 um PALL™ filter, was used as PCR template for analysis using Ion
16S Metagenomics workflow.
The microbial DNA content was estimated using a SYBR® Green based qPCR assay and
the extracted DNA input amounts and number of PCR cycles for amplicon library
preparation were adjusted appropriately. The sequencing was performed on an Ion PGM
System, with Ion PGM Hi-Q™ or 400 bp sequencing chemistry. The reads were classified
by 16S Metagenomics Analysis module in the Ion Reporter Software. The data were
compared at the genus-only level, to avoid biases in species-level resolution capabilities
by individual V-regions.
Sample Total DNA
content, pg/ul
16S qPCR
content,
pg/ul
Cycle number
increase
(compared to
1.5 ng input)
Required
number of PCR
cycles (2 ul
DNA input)
#1 1.52E02 0.029 +15 33
#2 1.86E05 10.3 +7 25
#3 2.10E06 33 +6 24
For Ion 16S Metagenomics analysis, calculate number of required PCR cycles by using
the equation:
PCR cycle number =18+ Log 2 (1500pg/ (qPCR quant (pg/ul stock)* desired
sample input vol))
Oral DNA sample contains mostly non-microbial DNA. The table below shows results of
qPCR analysis of this sample for microbial 16S DNA content by SYBR® Green qPCR
and suggests the number of PCR cycles.
Ion 16S Metagenomics Kit
Ion PGM™ System Ion Reporter™ Software
Genera
Identified
% of Total Unique genera ID
only by this primer
% of
unique
Full 16S kit 107 100% 62 100%
V2 37 35% 7 11%
V3 61 57% 24 39%
V4 37 35% 11 18%
V6,7 38 36% 9 15%
V8 27 25% 8 13%
V9 11 10% 2 3%
Fig 4. V4 community structure derived from V4 reads in the MA set and
V4 only sequencing library are very similar
Unique Genera in MA
Set
(659856 reads)
Counts V region %of
mapped
reads
Unique Genera
in V4 only set
(291528 reads)
Counts %of
mapp
ed
reads
Butyricicoccus 1737 V8 0.19 Pediococcus 11 0
Catonella 613 V3 0.07
Escherichia/Shigella 752 V2 0.08
Holdemania 11 V2 0
Mannheimia 17 V9 0
Moryella 11 V3 0
Olsenella 11 V3 0
Paraeggerthella 45 V8 0
Pseudoflavonifractor 136/61 V8/V3 0.01
Subdoligranulum 8847 V2 0.96
Unique genera in
V4 only library Counts Detection by the MA set
Anaerotruncus 19 V2(10), V3(11), V8(12)
Catenibacterium 32 V3(13650) V6,7(13632), V2(3210)
Eggerthella 29 V8(17)
Gordonibacter 71 V8(12)
Granulicatella 81 V8(50), V3(41)
Haemophilus 39 V3(168), V6,7(491), V8(1162)
Oxalobacter 66 V2(22), V3(30), V8(20)
Pediococcus 11 The only unique genus in V4 only set
Rothia 19 V2(23), V3(57)
Veillonella 14 V2(277), V3(623), V8(959)
Fig 3. Fecal microbiome study. Multiamplicon (MA) set uncovers more
quantitative and qualitative diversity in the sample
10 135
46 unique genera
Full set V4 only
The minor differences in detection between V4 only set and V4 in MA set can be
explained by sequencing depth. However, these “unique” genera are reliably
detected with several other V regions in the multiamplicon set ( Table 3)
Table 3. Detection of low abundant species by MA set
(reads number are shown in parenthesis)
0 26 10
36 unique genera
V4 from MA V4 only
MA set
V4 only set (291528
mapped reads)
V4 from MA set (55223
mapped reads)
V4 only set
The use of seven variable regions detects more diverse bacterial populations while preserving the information
from individual V-regions for a multi-dimensional analysis.
Multi-V analysis reveals the more complex community structure. In the microbiome of
an oral sample, from 107 total genera identified, 57% of diversity was observed in V3
analysis, with 39% of unique genera. The V2, V4, V6,7, V8 and V9 analysis
uncovered 35%, 35%, 36,% ,25% and 10% of total diversity respectively.
Substantial differences in the microbial profile were uncovered in the fecal sample. For
example, with the multi-V, 14% and 13% of all reads were classified into genera
Coprococcus and Fecalibacterium. For V4 only library, Fecalibacterium reads represented
0.52% of total reads while the proportion of Coprococcus reads remained nearly
unchanged at 16%. When the data for a single V4 region from the multi-V- or V4-only
sequencing libraries were compared, no distortion in the community structure was
observed, indicating the absence of interference in the multiplex PCR reaction from other
primers in the Ion16S Metagenomics kit.
Reads from
V6,7 primers
Culturable community (2 days of growth on R2A
media on filter)

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Assessment of microbial population diversity in polymicrobial research samples by 16S single or multi-V region sequencing

  • 1. Introduction Results Conclusion © 2015 Thermo Fisher Scientific Inc. All rights reserved. All trademarks are the property of Thermo Fisher Scientific and its subsidiaries unless otherwise specified. Assessment of microbial population diversity in polymicrobial research samples by 16S single or multi-V region sequencing E.Bolchakova, A. Schramm , A. Lackey, P. Balachandran Thermo Fisher Scientific, Pharma Analytics group, 180 Oyster Point Blvd, South San Francisco, CA, 94080 Materials and Methods Fig 1. 16S metagenomics primer sets simultaneously amplify several hypervariable regions of bacterial 16S rDNA gene Table 1. How many PCR cycles to use if sample contains mostly non-microbial DNA? Table 2 . Oral microbiome study. If a single or two V regions are used to query the sample, true diversity of the sample will be missed. Fig 2. Monitoring growth-conditions-induced changes in water microbial community Original community Changes in community are easily seen: the entire group of microbes, amplified by V6,7 primer set is missing in cultured sample. For Research Use Only. Not for use in diagnostic procedures. Analysis of 16S sequences in microbial populations using NGS gives a rapid overview of the community diversity, and is usually performed by sequencing one or two hypervariable regions (V-regions), out of the nine present in the 16S rRNA gene. In this study we compared the community structure of fecal, oral and water microbiomes by analyzing sequences from a single variable region, or from the seven V-regions (V2, V3, V4, V6-7, V8 and V9) included into Ion 16S™ Metagenomics Kit (multi-V analysis) Total DNA from fecal samples was prepared by suspending the material in PBS, centrifuging to remove crude debris, bead beating and finally extracting DNA using the PrepSEQ® sample preparation kit. Direct lysis method was applied to a water sample DNA , extracted from 1 ml of water sample or from the community cultured two days on R2A media on a 0.45 um PALL™ filter, was used as PCR template for analysis using Ion 16S Metagenomics workflow. The microbial DNA content was estimated using a SYBR® Green based qPCR assay and the extracted DNA input amounts and number of PCR cycles for amplicon library preparation were adjusted appropriately. The sequencing was performed on an Ion PGM System, with Ion PGM Hi-Q™ or 400 bp sequencing chemistry. The reads were classified by 16S Metagenomics Analysis module in the Ion Reporter Software. The data were compared at the genus-only level, to avoid biases in species-level resolution capabilities by individual V-regions. Sample Total DNA content, pg/ul 16S qPCR content, pg/ul Cycle number increase (compared to 1.5 ng input) Required number of PCR cycles (2 ul DNA input) #1 1.52E02 0.029 +15 33 #2 1.86E05 10.3 +7 25 #3 2.10E06 33 +6 24 For Ion 16S Metagenomics analysis, calculate number of required PCR cycles by using the equation: PCR cycle number =18+ Log 2 (1500pg/ (qPCR quant (pg/ul stock)* desired sample input vol)) Oral DNA sample contains mostly non-microbial DNA. The table below shows results of qPCR analysis of this sample for microbial 16S DNA content by SYBR® Green qPCR and suggests the number of PCR cycles. Ion 16S Metagenomics Kit Ion PGM™ System Ion Reporter™ Software Genera Identified % of Total Unique genera ID only by this primer % of unique Full 16S kit 107 100% 62 100% V2 37 35% 7 11% V3 61 57% 24 39% V4 37 35% 11 18% V6,7 38 36% 9 15% V8 27 25% 8 13% V9 11 10% 2 3% Fig 4. V4 community structure derived from V4 reads in the MA set and V4 only sequencing library are very similar Unique Genera in MA Set (659856 reads) Counts V region %of mapped reads Unique Genera in V4 only set (291528 reads) Counts %of mapp ed reads Butyricicoccus 1737 V8 0.19 Pediococcus 11 0 Catonella 613 V3 0.07 Escherichia/Shigella 752 V2 0.08 Holdemania 11 V2 0 Mannheimia 17 V9 0 Moryella 11 V3 0 Olsenella 11 V3 0 Paraeggerthella 45 V8 0 Pseudoflavonifractor 136/61 V8/V3 0.01 Subdoligranulum 8847 V2 0.96 Unique genera in V4 only library Counts Detection by the MA set Anaerotruncus 19 V2(10), V3(11), V8(12) Catenibacterium 32 V3(13650) V6,7(13632), V2(3210) Eggerthella 29 V8(17) Gordonibacter 71 V8(12) Granulicatella 81 V8(50), V3(41) Haemophilus 39 V3(168), V6,7(491), V8(1162) Oxalobacter 66 V2(22), V3(30), V8(20) Pediococcus 11 The only unique genus in V4 only set Rothia 19 V2(23), V3(57) Veillonella 14 V2(277), V3(623), V8(959) Fig 3. Fecal microbiome study. Multiamplicon (MA) set uncovers more quantitative and qualitative diversity in the sample 10 135 46 unique genera Full set V4 only The minor differences in detection between V4 only set and V4 in MA set can be explained by sequencing depth. However, these “unique” genera are reliably detected with several other V regions in the multiamplicon set ( Table 3) Table 3. Detection of low abundant species by MA set (reads number are shown in parenthesis) 0 26 10 36 unique genera V4 from MA V4 only MA set V4 only set (291528 mapped reads) V4 from MA set (55223 mapped reads) V4 only set The use of seven variable regions detects more diverse bacterial populations while preserving the information from individual V-regions for a multi-dimensional analysis. Multi-V analysis reveals the more complex community structure. In the microbiome of an oral sample, from 107 total genera identified, 57% of diversity was observed in V3 analysis, with 39% of unique genera. The V2, V4, V6,7, V8 and V9 analysis uncovered 35%, 35%, 36,% ,25% and 10% of total diversity respectively. Substantial differences in the microbial profile were uncovered in the fecal sample. For example, with the multi-V, 14% and 13% of all reads were classified into genera Coprococcus and Fecalibacterium. For V4 only library, Fecalibacterium reads represented 0.52% of total reads while the proportion of Coprococcus reads remained nearly unchanged at 16%. When the data for a single V4 region from the multi-V- or V4-only sequencing libraries were compared, no distortion in the community structure was observed, indicating the absence of interference in the multiplex PCR reaction from other primers in the Ion16S Metagenomics kit. Reads from V6,7 primers Culturable community (2 days of growth on R2A media on filter)