Literature DB >> 21716703

A new microarray system to detect Streptococcus pneumoniae serotypes.

Yuka Tomita1, Akira Okamoto, Keiko Yamada, Testuya Yagi, Yoshinori Hasegawa, Michio Ohta.   

Abstract

Streptococcus pneumoniae, one of the most common gram-positive pathogens to colonize the human upper respiratory tract, is responsible for many severe infections, including meningitis and bacteremia. A 23-valent pneumococcal vaccine is available to protect against the 23 S. pneumoniae serotypes responsible for 90% of reported bacteremic infections. Unfortunately, current S. pneumoniae serotype testing requires a large panel of expensive antisera, assay results may be subjective, and serotype cross-reactions are common. For this study, we designed an oligonucleotide-based DNA microarray to identify glycosyltransferase gene sequences specific to each vaccine-related serotype. Out of 56 isolates representing different serotypes, only one isolate, representing serotype 23A, was not detected correctly as it could not be distinguished from serotype 23F. Our data suggest that the microarray provides a more cost-effective and reliable way of monitoring pneumococcal capsular types.

Entities:  

Mesh:

Substances:

Year:  2011        PMID: 21716703      PMCID: PMC3118663          DOI: 10.1155/2011/352736

Source DB:  PubMed          Journal:  J Biomed Biotechnol        ISSN: 1110-7243


1. Introduction

Streptococcus pneumoniae is an important cause of bacteremia, community-acquired bacterial pneumonia, and meningitis, especially among young children and older adults [1-3]. Capsular polysaccharide is the primary S. pneumoniae virulence factor and encapsulated pneumococci are responsible for more diseases than unencapsulated strains [4]. After comparing the differences in capsular polysaccharides composition, S. pneumoniae can be divided into more than 90 serotypes [5] and the 23 serotypes responsible for 90% of disease cases [6] are represented in a 23-valent pneumococcal vaccine. Pneumococcal serogroup and serotype identification is currently performed by using large panels of expensive antisera by various methods, including the capsular swelling (Quellung) reaction, latex agglutination, and coagglutination. Cross-reactions between serotypes and discrepancies between methods can occur and some strains are nonserotypable. On the other hand, molecular typing has the potential to improve discrimination and provide additional information. S. pneumoniae capsule production is predominantly controlled by capsular polysaccharide synthesis (cps) gene clusters [7, 8], which are responsible for each serotype-specific polysaccharide. The Sanger Institute has sequenced the cps gene clusters of 90 S. pneumoniae serotypes and predicted the general function of 1,973 of the 1,999 gene products [9, 10]. S. pneumoniae capsular polysaccharides represent a diverse group of polymers with distinct sugar compositions and linkages [10]. The key enzymes to link each serotype-specific sugar component are glycosyltransferases (GTs) [11], which transfer the sugar moiety from an activated nucleotide sugar to an acceptor to generate a serotype-specific capsular polysaccharide. After discovering that S. pneumoniae GT genes are highly variable and contain serotype- or serogroup-specific regions, we used GT sequences as probes in an oligonucleotide-based microarray to identify 23-valent pneumococcal vaccine and closely related S. pneumoniae serotypes. Our data suggest that the microarray provides a more cost-effective and reliable way of monitoring serotype distribution.

2. Materials and Methods

2.1. Bacterial Strains, Growth Conditions, Immunological Serotyping, and Genomic DNA Extraction

S. pneumoniae strains representing various serotypes were obtained from the American Type Culture Collection, the Statens Serum Institute, and clinical isolates (Table 1). Each strain was cultivated on brain-heart infusion broth (Eiken, Tokyo, Japan) supplemented with 0.3% yeast extract (Becton Dickinson, Boston, MA) (BHI-Y) for 24 h at 37°C in 5% CO2. Conventional serotyping was performed for clinical isolates obtained in Japan by slide agglutination (Denka Seiken, Tokyo, Japan) or quellung reaction (Statens Serum Institute, Copenhagen, Denmark).
Table 1

Test strains.

SerotypeStrain designationSerotypeStrain designation
1ATCC6301a14D59b
2ATCC6302a15FATCC6315a
3D36b15AATCC6330a
4JHK27b15BATCC10354a
5ATCC6305a15CSSI15C/2c
6AMSC1943b17FATCC6317a
6BMSC1047b17ASSI17A/2c
7FATCC10351a18FATCC6318a
7AATCC6307a18AATCC10344a
7BATCC10348a18BATCC10355a
7CATCC10350a18CATCC10356a
8ATCC6308a19FD33b
9AATCC8333a19AD4b
9VKD10-11b19BATCC10358a
9LATCC10349a19CATCC10359a
9NKD01-26b20ATCC6320a
10FATCC6310a22FKD01-23b
10AATCC8334a22AATCC10363a
10BSSI10B/2c23FKD11-15b
10CSSI10C/2c23AKD12-06b
11FATCC6311a23BATCC10364a
11ASSI11A/2c33FATCC10370a
11BSSI11B/2c33AATCC8340a
11CATCC10353a33BATCC10342a
11DSSI11D/1c33CATCC8339a
12FATCC6312a33DSSI33D/2c
12ASSI12A/5c44SSI44/3c
12BSSI12B/1c46SSI46/2c

Explanatory notes: Serotypes represented in bold letter are those included in 23-valent pneumococcal vaccine.

aAmerican Type Culture Collection.

bClinical isolate obtained from Japan.

cStatens Serum Institute.

Genomic DNA was extracted using a Wizard Genomic DNA purification kit (Promega, Madison, WI).

2.2. DNA Array Preparation

Oligonucleotide probes were synthesized and spotted on a glass slide at Nihon Gaishi (Nagoya, Japan). The slide was stirred in a beaker filled with 2 × SSC/0.2% SDS for 15 min, transferred to a second beaker filled with 2 × SSC/0.2% SDS to incubate for 5 min at 95°C, rinsed three times with dH2O, and centrifuged at 900 rpm for 3 min at 25°C in a horizontal microtiter plate rotor before being covered with a plastic seal.

2.3. Chromosomal DNA Labeling

500 ng of genomic DNA was suspended in 21 μL dH2O and 20 μL of 2.5 × Random Primer Solution (Invitrogen, Carlsbad, CA), heated to 95°C for 5 min, and chilled on ice for 3 min. The DNA was labelled in a reaction including 5 μL of 10X dCTP Nucleotide Mix (Invitrogen, Carlsbad, CA), 5 μL Cy3 or Cy5-dCTP (GE Healthcare, Buckinghamshire, UK), and 1 μL of Exo-Klenow Fragment (Invitrogen, Carlsbad, CA ). After a 2-hour incubation at 37°C, 5 μL of sodium acetate, 125 μL of ethanol and 1 μL of glycogen was added to 25 μL of Cy3 and Cy5 labeled DNA, which was purified previously by QIAprep Spin Miniprep Kit (250) (Qiagen, Tokyo, Japan). Following a 30-minute incubation at −80°C in the dark, the probe mixture was centrifuged for 30 min at 14,000 rpm at 4°C. The supernatant was removed and the probe was air-dried for 5 min in the dark. The probe mixture was diluted in 70 μL of the hybridization buffer (25% formamide, 0.1% SDS, 6 × SSPE), incubated for 30 min at room temperature in the dark, heated for 8 min at 75°C, and incubated for 30 min at 42°C.

2.4. Probe Hybridization and Microarray Signal Detection

Prewarmed probe mixture was applied to the prepared microarray slide, placed in a hybridization chamber and incubated for 20 h at 42°C. After hybridization, the plastic seal was removed and the slide was washed with 1 × SSC/0.1% SDS solution for 3 min, 0.05 × SSC for 3 min, and 95% ethanol for 90 s at room temperature. The washed microarray slide was dried by centrifugation and scanned using the DNA Microarray Scanner (Agilent, Santa Clara, CA).

2.5. Data Analysis

The signal and background intensities of each spot were quantified using GenePix Pro 6.0 software and the average was calculated with Microsoft Excel software.

3. Results

3.1. Target Gene Selection and Microarray Construction

In this study, we designed a DNA microarray to identify the 23 S. pneumoniae serotypes included in the 23-valent pneumococcal vaccine, using GT genes in cps locus. We compared the GT sequences of the 23-valent vaccine serotypes with other S. pneumoniae serotypes and found that these 23 serotypes were indistinguishable from 14 nonvaccine serotypes. Therefore, 37 serotypes, 23-valent vaccine serotypes and 14 closely related serotypes, were divided into 23 groups and each group had one to six GT genes in their cps locus (Table 2). The 60-bp oligonucleotide probes contained the variable middle region of each open reading frame and were designed from published sequences at the Sanger Institute (http://www.sanger.ac.uk/Projects/S_pneumoniae/CPS/) and Genbank websites. In most cases, the designed probes were gene specific, although some probes included sequences from more than one gene. Each serotype group was identified using 3 to 18 probes (Table 2) and a total of 222 probes were designed to target 23 groups (Table 3). 26 positive control probes were designed to hybridize S. pneumoniae housekeeping genes and 16S rDNA. In addition, 26 negative control probes were designed to detect housekeeping genes of other bacterial respiratory pathogens, including Klebsiella pneumoniae, Staphylococcus aureus, Legionella pneumophila, Chlamydophila pneumoniae, Mycoplasma pneumoniae, Pseudomonas aeruginosa, and Streptococcus pyogenes. A schematic diagram of the probe positions on the microarray is shown in Figure 1(a).
Table 2

Twenty-three groups distinguished in this study and targeted glycosyltransferase genes.

Group nameTargeted GT genes in cps locus (probe numbera)
1wchB (1,2, 3)wchD (4,5, 6)
2wchF (7,8, 9)wchG (10,11,12)wchH (13,14,15)wchI (16,17,18)
3wchE (19,20,21)
4wciJ (22,23,24)wciK (25,26,27)wciL (28,29,30)
5wciJ (31,23,24)whaC (32,33,34)whaD (35,36,37)
6A/6BwciN (38,39,40)wciP (41,42,43)
7F/7AwchF (44,45,46)wcwA (47,48,49)wcwF (50,51,52)  wcwG (53,54,55)wcwH (56,57,58)
8wciR (59,60,61)wciR (62,63,64)wciS (65,66,67)wciT (68,69,70)
9A/9VwchO (71,72,73,74)wcjA (75,76,77)wcjB (78,84,85)WcjC (81,82,83)
9L/9NwchO (71,72,73,74)wcjA (75,76,77)wcjB (78,79,80)wcjC (81,82,83)
10AwciB (86,87,8)wcrC (89,90,91)wcrD (92,93,94)wciF (95,96,97)wcrG (98,99,100)
11A/11DwchK (101,102,103)wcyK (104,105,106)wcrL (107,108,109)
12F/12A/12B/44/46wciJ (110,111,112)wcxB (113,114,115)wcxD (116,117,118)wcxE (119,120,121)wcxF (122,123,124)
14wchK (125,126,127)wchL (128,129,130,131)wchM (132,133,1334)wchN (135,136,137)
15B/15CwchK (138,139,125)wchL (128,140,141,131)wchM (142,143)wchN (135)
17FwchF (144,145,146)abp1 (147,148, 149)wciP (150,151,152)wcrV (153,154,155)
18B/18CwchF (156,157)wciU (158,159,160)wciV (161,162,163)wciW (164,165,166)
19FwchO (167,72,168,169)wchQ (171,172,173)
19AwchO (71,170,73,74)wchQ (171,172,173)
20wciB (174,175,176)whaJ (177,178,179)wciL (180,181,182)wcwK (183,184,185)wciD (186,187,188)whaF (189,190,191)
22F/22AwchF (7,8, 192,193)wcwA (48,49,194)wcwV (195,196,197)whaB (198,199,200)
23FwchF (144,156,145,193,201)wchV (202,203,204)wchW (205,206,207)
33F/33A/37wciB (208,209,210)wciC (211,212,213)wciD (214,215,216)wciE (217,218,219)wciF (220,221,222)

Explanatory notes: aProbes containing 60-bp oligonucleotides were designed and named as 1, 2, 3 etc from Group 1. The name of each GT gene (wchB etc) was derived from the Sanger Institute.

Table 3

Oligonucleotide probes used in this study.

Spot identifierTargeted GT geneSpecificityProbe sequence (5′–3′)
1wchBSerotype1 ATAAGATTATTGAGAAAATATAGACCGGATGTAGTCTTGACATATACCGTGAAACCAAAT
2wchBSerotype1 TTTATTGGTAGGATATTAAAAGAAAAAGGTATAGATACTTATCTGGCTGCTGCCCAAATT
3wchBSerotype1 GAAAATGAAAAACGAAAAGAGATGGGACTTCAAGGGAGAATGTATATAGAGCAATATTTT
4wchDSerotype1 TTATTGAAGGAATGATTGATAGCGACTTAATAGTTGTTCGTATTCCGTCTATAATTGGAT
5wchDSerotype1 GCCATAGATTTGTATTGGAAGCAATGAAGAGATTAGAAATACAAGGTATTTTGTTGGATT
6wchDSerotype1 AGCGATTGCGGGATCTATTATAGATTTTATTAGTATGGATAAGGAAAAGATGGTGATAAA
7wchFSerotype2, 21, 22F, 22A,23B, 32F, 32A TTTGTTGAGAAATTAACAGAATATCAAAAAGATGGTAACATCCAATACTATGTTGCCTGC
8wchFSerotype2, 21, 22F, 22A, 27, 32F, 32A CTAAAAAAGACTTTGTTCTCATTACAAATGTGGAACAGAATAAGTTTTACGATCAGTTGC
9wchFSerotype2 TTATTGAAGCAGTGGAGCAATTTGATGAGAACGCCATTTCTGAACTAGATAAAAAATCTA
10wchGSerotype2 GCAATACCAAGAAAAATACCCTAAAAAAATTAAGGTTATCACAGATTCCTCTGTTATAGG
11wchGSerotype2 TAGAAGTTTAAACAATCTGTTAGATTTGAATAGTAATGCAGTAGCTATGCATGATTGGTG
12wchGSerotype2 TTATCAGAATTCTCTAAGTAATGAGGAGACAGATATTATTCGTGAATTTATCAGCATTCC
13wchHSerotype2 TAGAAACCAGACAATTTTTTATCGGATAAAAGCTTCTTTGGGGAATACTCTAAAAAACG
14wchHSerotype2 CGTATTCCAGAAAAGTTACCTGATACCTATAATGTGTTGATTAATCCTGAAAGAGAAAAA
15wchHSerotype2 CTTTGTTGGAACTCTCAAATGGTCAGAATACTATAGTTGTAGAAGAGTTATCAGAAATAT
16wchISerotype2 CATTTTACCAGAACATGGAAATGTGGAAGATGAGCTTGTAAACAAAGGAATTAAATACTA
17wchISerotype2 TGATTTAGTTAGAGCGATAGCTAATCTTCCTGAGAGATATAAACAGATGTTTAAAGTTGA
18wchISerotype2 TACAAAAGAGATAATTTCTACAGGAGAAACAGGATATCTGTATGAACCAGGAGATTATAT
19wchESerotype3 TATAAGTCCTACAGTTGTAGTGTAAGTGATGAGAAGTTATTTAGTTCTGTAATTATCCCT
20wchESerotype3 ACTTTAAAAAAAGGCTATAAAACTGTTATGCAGGATACTTCTGTTGTGTATACAGATGCT
21wchESerotype3 ACTGCAATTGTTTATACAGCTTCATGGTGGGAAATTATTTTATATGTTCTTTTGGGAATG
22wciJSerotype4, 45 GATTGTTGAATTATTTTAGCTTTGCAATTAGTTCTACTTTAGGAGTTTTATTGGGGAGGT
23wciJSerotype4, 5, 45 GCCACAATATGCAGAAGATCTTTTTATCCCTGATGAATCTATAGTTAATAAAGAAAGTGT
24wciJSerotype4, 5, 45 CCTTCTATAAAAAATCAGATGCTATGTTAGTTTCTTTAATAGGAGACTCGATAGTTTCTC
25wciKSerotype4 GGTTCAGAAACAATTGGTGAAAAATTCTTTAATGAATATCGTTTCTTCAGACGGCTATAA
26wciKSerotype4 TCGATTTCAGTTGAATTTTATAGGTACTAATGCAGGAGAATTAAGGGAATTTTGTCAAGA
27wciKSerotype4 GTGAAGATACTTATATGGAAAAAGTGTCAATAGAGAATGGTTTTGGTTTCGTTTTACCTA
28wciLSerotype4 AAAAGCCTCTACATCAGTTTCTCTCTCTTGCTAGAATAATAAAGAAAGGAGATTATGATA
29wciLSerotype4 AGAACTCATTTTAATCAAACCAAATGTTATTTTACTCCTAGTTGGTAATGGTGAGGATGA
30wciLSerotype4 AAAAACATTAGTTACTTACCTATCAACGAAGAGTCTGTGTTGCTATGGAAAGATAAAGTA
31wciJSerotype5 TTACATAGGATATTAAATTATTTTAGTTTTGCTATCAGTTCCTCGATAGGGGTTCTACTG
32whaCSerotype5 TTTCTGACTCTCACAAGTATGATGGATTGGTATTACCAAAGAAAAATACAGTTCGCAATT
33whaCSerotype5 TATATCCCGAACCTCAACTTTTGAACCTTTTAACGAGAAATATCATATCCGTCAGATTAT
34whaCSerotype5 GAAGACTAAACTTCAGCGTGAATTGAAACTAGAAGAAGCACGCTATAAAGGAAATAGATT
35whaDSerotype5 AAGACGGCAGTACGCTATTTCTGTTGATGGTATAATAAATCATAGTAATATCTCACTTAA
36whaDSerotype5 GTTTTCACAAGATATAGTATTCGAAAATCTGAGAAAAATCTGCTTTTTGTGGGACAGTTT
37whaDSerotype5 TCTAATATACATATAATTCCTTTTCTAGAAAAAACTGATATCCTAGAGTTGATGCGGGTG
38wciNSerotype6A, 6B, 33D AATAGATTATCAAAACAATTTGCGCAGAGAGAAATTAATTGGATAGAGAACGTTGAGATC
39wciNSerotype6A, 6B, 33D TTACAAGGAGATTTAGGGGTTTTAAATGCAGTTTTATATAACTCATTTGGTGTACTTCCT
40wciNSerotype6A, 6B GCAAGAAGGCAGTAATGTTGCACATATAGACCAATTTAAAAAATACTATGAAGGTAGTTA
41wciPSerotype6A, 6B GGACACTTTTTATTAGGGATGATGGATCAAAAGATAAAACAATAGAAGTAATACAGAGGT
42wciPSerotype6A, 6B CAGGTTTTAATCATGCATTGCTAGAGATGGTTCCTTCAGTTGATATTGATAAAGATTATT
43wciPSerotype6A, 6B CTTACACATGCTGGGGTATATAATCAAACTCTTTATATGCTAAAAAAAGCTTCTGGAAAA
44wchFSerotype7F, 7A ATACAATACTATGTTGCTTGTATGCGTGAAAATTCAGCTAAATCTGGCATCATGGATGAT
45wchFSerotype7F, 7A AAAAATATATCCAAGAGGATTATAAGCAGTACCAACCAAAGACCACCTATATTGCCTATG
46wchFSerotype7F, 7A, 23B TTGTTACAGGATACTGGTTTTGATAAAGATCCTAGGGTTAAATTTGTTGGGACTGTCTAT
47wcwASerotype7F, 7A AAGTGCATCTTTCCAACGTCAAAAAGAATTCTTTTCGTTGGAAAGTTATATTCGGAATTT
48wcwASerotype7F, 7A, 21, 22F, 22A GTGTGTTGGATTATCCGATTTTACGTAGAAAATACTTTAATCCTAAGGGGATTTTAGAAT
49wcwASerotype7F, 7A, 21, 22F, 22A CTCACAAATCAAACGAATTGACTATTATGAGCATACGACTGAGCTTTATAATATGTTTGA
50wcwFSerotype7F, 7A AAATATGAAGTTATTCTAGTAAATGATGGCAGTACAGATGCTTCACCCAATATTTGTGAA
51wcwFSerotype7F, 7A TATTTTATTGGGAATGATGCGGCTATTACCAAACAGTGGTCTGAAAAAAAAATTAGTGAT
52wcwFSerotype7F, 7A ATGAAATTGTATGAAGAAAATCAGGAAGACACTCAACTTTTTAGGTTGATACTTGCAGAA
53wcwGSerotype7F, 7A AAAACGATTACCCGGATTTTTATTCCATAATTGGTGGTTAGAAGAATGGTCTAGAAAATT
54wcwGSerotype7F, 7A GGTGCAGATAAAGGAAGATTGCCAAAATTAAAAAGCTTAGCTAAGCAGATAGTTTTAAAT
55wcwGSerotype7F, 7A ATAAAAAGGGACAGGATGGTCTAACCCTTAGAGCAATGGAATCCATTTTTTATAAAAAAA
56wcwHSerotype7F, 7A GGAACAGAGTTACTAAGAATTGTAAAATCAAATCAATTGTAGGCAATATACGTGGCAAAA
57wcwHSerotype7F, 7A ATTTGCTAAATCCTATAGAGAAACGAAACCCATTTCATCTAGGTATGTTATATCATGAAG
58wcwHSerotype7F, 7A TATTTGAATATGCAATTGATGGCGAGAATGCACTTTTATCTCCGATAAAAGATAGTGTTA
59wciOSerotype8 AACTAATGAAGCTTGAACCGATTATGAGACAACAAGACAGCTATTTAATCACAGAATATA
60wciOSerotype8 AAATCACTTTATATACTGTTAAGAATACGCCCAAAAGTAGTTATCTGTACAGGTGTTCTT
61wciOSerotype8 TTTATATTGAATCTTTTGCAAAAGTGACCACTCCTACTTTAACAGGTAGAATACTATACC
62wciRSerotype8 AAAATAGATCAACTTATTGAATTAGAAGTGATAAAGGAAGAGGTGTTTGCTCAGATTGGA
63wciRSerotype8 TAAAGCTTTGAAATTAAGAAAAAAAATTATAGCGGTTCCACGATTAGAGCAGTTTGGAGA
64wciRSerotype8 ATGCTTTGATATAGAGCAGTTAGGAACTGTTTATCAAAAAGCTCAGACTTTTACAACAAA
65wciSSerotype8 TTTATTGATGGCTCTCTTGTAACACGGTTAACCTATTCTAGTTATGCTCTTCTTAAATTT
66wciSSerotype8 AACAACTTTCTTTTTTTAGGAAGGATGGGCAAAAGAAAAGGAGCCTATGATTTAATAGAT
67wciSSerotype8 AGGATAATGGCTGGTTAATTCAACCGGGTGATATTTCTCAGTTATCTAATATTATTTTAG
68wciTSerotype8 ATGGAATGAGGATAATTTTGATTTATCAGATTCACAATTTGCGAAGTCTGCATATGAATC
69wciTSerotype8 GGTGCAATATTATGAGCAAGCAAGTTTTGATATCAATCATTTGGTAACTGTCAATACAAT
70wciTSerotype8 AATAATTGATGGATTAGCAATTTATCCAGATGATTACTTTTGTGGTTATGATCAGGAGGT
71wchOSerotype9A, 9V, 9L, 9N, 19A ATTAACGATGAAAGAAACAGTGGATGCTGTTGAACAGTATGTTTTAAAGAAGCATCCTTT
72wchOSerotype9A, 9V, 9L, 9N, 19F, 19B, 19C TTTTGATGTATTATCAGGACACATTAAACGAGCTCCATTATGGATGCAAAAATTGAATCT
73wchOSerotype9A, 9V, 9L, 9N, 19A GAAAGAATATATTATCCAATCATTCATGGATAATGGAATTAATGCTGTGTTTATGGGGGT
74wchOSerotype9A, 9V, 9L, 9N, 19A GAGTAGCGGGTATTGATTTGATGCAATGTCTTTTAGAGTTGTCAAATAAAAAAGGATATT
75wcjASerotype9A, 9V, 9L, 9N AACAGGTGGACTATGGGAGAGCAAACTTTTATCAAAAGGAGTTCAACATCATAAAATTTT
76wcjASerotype9A, 9V, 9L, 9N TTAAAAAAAGCGTATTGTGTAGCTGTGGGTAAAGCGGTTAATGATAATTTGAAACATGAT
77wcjASerotype9A, 9V, 9L, 9N GTTGTTGAATGTATCAATAGTTTTGATTACTTAGTGTCATCATCTTTATATGAGGGGTTG
78wcjBSerotype9A, 9V, 9L, 9N GAAAAGGCTAATTTAGAAAATGAACTAATTGTTTCGTTTACAACAATTCCAAGCCGTCTT
79wcjBSerotype9L, 9N AGTTGTTCTAGTTGATGACGATATCATTTATCCTCGAAATACTATAAAGAAACTGATTGC
80wcjBSerotype9L, 9N CAATCCTGAGGAGAGTTTGGTATATTTGAATACCGTATATGATAACAACAATGATAAATG
81wcjCSerotype9A, 9V, 9L, 9N AAATTTCTAGCTGAACAACTTGTAAAAGAAGGACATGAGGTATTTGCATACTCTGATGAT
82wcjCSerotype9A, 9V, 9L, 9N TTATCAATAAAGGATTTATTAACCCATCTTCTCAAAAATGTATGGCCATTGAAAATGCTG
83wcjCSerotype9A, 9V, 9L, 9N CGAAAGTGATCCTAGAATACAATATTTAGGCTTTCAAGATACAAAAAACCTCTATGAAAC
84wcjBSerotype9A, 9V ATTGTAATTTTGGTTGATGATGACACTGTCTATTCATCGAATACCATCGAAAAGTTAGTT
85wcjBSerotype9A, 9V ACCCTGAAGAGAGTTTGGTGTATCTGAATGCTATATATGATAATAATAATGATAGGTGTA
86wciBSerotype10F, 10A, 10B, 10C, 47A ATCAAGGTAATCATATCTCACACCTCAATCCTTATTATTGTGAATTGACAGGATTATACT
87wciBSerotype10F, 10A, 10B, 10C, 31, 47A TTTAGATGTAACGCGAGAAATTATAAAAGAGGTTTCGCCAGAATATTTAGCAACATTTGA
88wciBSerotype10F, 10A, 10B, 10C, 47A TGAATTTATTTGAGAAGGGCAAATCCTTCTTGAAAGCCAAGTATTTCGGAAAAAAATATG
89wcrCSerotype10A, 10C, 34, 35F, 43, 47F, 47A GTTGCTGTATCTTTGGCAAACGAACTTACAAAAAAGTATGAAGTTCATTTGATTGGAATT
90wcrCSerotype10A, 10C TAACTGTTGGTCGTTTTGATTATCAAAAAGGATATGATTATCTTATCCAAGTCGCGAAAA
91wcrCSerotype10A, 10C TGGTTATCTGATAGATTGTTATGATACCGATAAGATGAGTGAGAAATTGCTTGAATTGAT
92wcrDSerotype10A, 10B GGATATGGTTCTTACGGATTTTACAGAACAACATGTTTATAACAATACTACTGTTCGAAA
93wcrDSerotype10A, 10B ACCTATAGAACATCTATCCTAGTCGACAATAGAATTCGTTTAAGTGAAAAGACGTTTTAT
94wcrDSerotype10A, 10B TATCAGAAGAATTATACAGACAAATTGAGCAGAGTTCTTATGAGTATATCCCTACGAAAA
95wciFSerotype10A, 10B AAGCATCATCAGATTGGATTTTCTTTCTAGATCCAGATGATTATTTGGAAGATTATACTC
96wciFSerotype10A, 10B GGATAAAATTGTGATTAGTCCACTTGAAACATATAACTATTACCGTAGAGAAGGTAGTAT
97wciFSerotype10A, 10B AGGCTGACTCTGGTTTAACAGATTTTTCGAAAGATCGAAACCTATTAAAAGTTGATTTTA
98wcrGSerotype10A, 10B CTCTGTTGGATTATAAGGAACATGATATTTTTATTATTGTAGGCAGCAAAGTTAATGTGG
99wcrGSerotype10A, 10B GCTAGAAATATTCAGAACAAATATGTTCGTAAATTTGTAGCATATTACCGTAAGCTAGAG
100wcrGSerotype10A, 10B GCATCTAACTGGGTATCTATTAATCAGGATTTAGTTAGAATAATACTAGAAGAAGAGAAA
101wchKSerotype11A, 11B, 11C, 11D, 14, 15F, 15A GATAGATTAAAAGGTGAGGGATTTATTCAGGATGATGTTTTTATTCAGACTGGTTTTTCA
102wchKSerotype11A, 11D TTCTTATGATGAGATGAATCGCTATATAGATGAAGCAAATATTATCATTACACATGGCGG
103wchKSerotype11F, 11A, 11D CGAAGGGTATGAATTATCTCTGATTAATGATATAAGCGAATTGCAGTATAGTTTAAAGCA
104wcyKSerotype11F, 11A, 11D CATCATAAATTAGATAAACTACTACGACCGATATTTTATCGAGTTTATACTCAGGCATGT
105wcyKSerotype11F, 11A, 11D CTAGGTCATGTTGGACGTTTTAATACTCAAAAAAATCAATGTTTTCTAGTGTCTCTAATG
106wcyKSerotype11F, 11A, 11D GGTCAATTTGATGATATGAAATCTTTTGTGTCATCAATGGATATAATGTTGCTTCCAAGT
107wcrLSerotype11F, 11A, 11D TGTATTGAAAATCAAAATCAATTTGTGCAGGATGCATATAGAGATAAAGCATGGGCTTTT
108wcrLSerotype11F, 11A, 11D GTTATGTCCTGAATTAAATACACCTGTATTTAAACGTCTTGGTTATACTTATTCTGACTG
109wcrLSerotype11F, 11A, 11D CAGATAAAACATTCTCTATTCATCATTATAGTGCTTCTTGGACTTCCTTAAGAAATCAGA
110wciJSerotype12F, 12A, 12B, 44, 46 GGAAATATATGCTGATTATCGTAAGAGAAAAAAAAGAAGAGAGACTATAAATGGTGTTGC
111wciJSerotype12F, 12A, 12B, 44, 46 ACTTAACTTTTGCTGGAAATATTGGAAAAGCTCAGAATTTAGAGACTATTTTGAAAGCAG
112wciJSerotype12F, 12A, 12B, 44, 46 AATGTTGATCAGTTAGTGAGAAATATTCGTAAGTTCTGTTTGCTTTCTGTAGAGGAAAGA
113wcxBSerotype12F, 12A, 12B, 44, 46 ATGTTCCGAAACAATTTCAACAGTATGCAGTGAAAATTGGTACAAAGTCTGATATTCGTT
114wcxBSerotype12F, 12A, 12B, 44, 46 AAAAGAATATCCAGTGAAAGTAATTCATAATGGTATTGATACTACTGTCTTTCAACCGAG
115wcxBSerotype12F, 12A, 12B, 44, 46 TAGAAAGTGCTAAACTTTATGGTCTCGTTTGTCAGGATAGAAACGTAGCTTCTATTTTAT
116wcxDSerotype12F, 12A, 12B, 44, 46 GAAGAAGAATTTTTTTAAAGTTAGTGGAGCTTTGCGAAAAGTGTTGAAAAAACAGCAGTT
117wcxDSerotype12F, 12A, 12B, 44, 46 TGTCAGCTCTCTTCTAAAAAAATTATCAGTGTTGGATCTTTAGTACGACAAAAAGGTTTT
118wcxDSerotype12F, 12A, 12B, 44, 46 GATAGAGAAAAATTAGAGGAGAAAGTCAGGGAATACCAATTAGAAGGCTTTATAAATTTG
119wcxESerotype12F, 12A, 12B, 44, 46 ATAAAATCCCCGATAATCTTACCCAATTTTTTGGACGAGAAAATATAGAAGAGAGAGATA
120wcxESerotype12F, 12A, 12B, 44, 46 TATAAAACCTTGATTACTCCCATTTTGATAAAAGAACAGATACCAATTATTCGGACGCAA
121wcxESerotype12F, 12A, 12B, 44, 46 AGGTAGCAGATTTTGCTTTATTTCCTAAACAATGTAGTTTAAGTTTTTATGATGCACAGG
122wcxFSerotype12F, 12A, 12B, 44, 46 AAGTTACAATGAGAAATATAATCATGATGAAATTACGGTCGTTAGTTGTGACCATAAGGA
123wcxFSerotype12F, 12A, 12B, 44, 46 TGATTGTTTTTTTTGGACGTATCAACAAAAATAAAGGTATCAAAGAACTGCTTGAAGCCT
124wcxFSerotype12F, 12A, 12B, 44, 46 GAAATGCTCTTCGGTTATTACTTCTAATAGAGATAGAGGAGCCTATTTTTCTATTGAAAA
125wchKSerotype13, 14, 15B, 15C CTTATGAAAAAATGAATCAATTGATTAAGGAATCAGATATTATCATTACCCATGGCGGTC
126wchKSerotype14 TAAAAATCCAATAATTGTTCCGCGGCTAAAAAAATTTGGTGAGCATGTAAATGATCACCA
127wchKSerotype14 AGGACAAACATTTTGAAACTTATTTGAATAACGAGAGATTTAATGTACGTTTCAATGTGG
128wchLSerotype14, 15B, 15C TTGTGTTGATAGTGCCTTAAAGCAAAATTTAGAATCTCTTGAAGTGATTTTGGTGAATGA
129wchLSerotype14, 15F, 15A AAAAATTCTTGAACAGTATGGTGATAATCCCCAAGTGATGATTTTCCATCAAGTGAACAT
130wchLSerotype14 GCTAAGTTATTTCTTCGTAGAAGAATTGAGGAAAACAATATTGCTTTTTCGACTGAAATG
131wchLSerotype14, 15F, 15A, 15B, 15C TCCTAAAATTGAGGAGAACTACTACAAGCAACATATGGATTTTAGATTTTATCTTGCTAG
132wchMSerotype14 AATAGAAAGTATTTTGAATCAAACGTATGATAACCTTGAGGTTCTATTAGTCGATGATGG
133wchMSerotype14 AATAGAAAGTATTTTGAATCAAACGTATGATAACCTTGAGGTTCTATTAGTCGATGATGG
134wchMSerotype14 CAGTATTGTAACTGGATTGTTACAATAACTGTTAGTCATTACAATGTTTTGAATGTAGCC
135wchNSerotype14, 15F, 15A, 15B, 15C CAAAAAAATGATATGAACATTTCGAATAAAGTTTGGATTTGTTGGTTTCAGGGCGAAGAA
136wchNSerotype14 TATGCGAGAAAACTACTCTGGGAGTATTGGCGTAGAAAAAATAGTTTATGCAATTATTTT
137wchNSerotype14 GAGTTAAATAATCAATTTTCAGAAAAAAGGTGGGAACAGCTAAAACAGATATCGGTGTTT
138wchKSerotype13, 15B, 15C GATGAAGTATTTATTCAAATAGGATATTCCAGTTATATTCCGAAATATTGTGAGTGGGAA
139wchKSerotype15B, 15C GCATGTGAATGACCATCAGCTTCAATTCGTAAAACTGACGAAAGAAATATACAATTTTAT
140wchLSerotype15B, 15C AGAAATTTTGAACCAGTACGACAGGAATTCAAGGGTTAAGATTTTTCATCAGCTTAATAA
141wchLSerotype15F, 15A, 15B, 15C GAAGAAAATAATATTACTTTTTCGACTGAGATGTCACTAGGTGAAGATATGTCATTTGTG
142wchMSerotype15F, 15A, 15B, 15C GAAAGTATTTTGAATCAGACTTATCAAAATATCGAGATTTTATTGGTTGATGACGGAAGC
143wchMSerotype15F, 15A, 15B, 15C GTACTGCAATTGGATTGTTACAGCGACTACCAATCATAGTAAGATTTTAAATCCTAATTT
144wchFSerotype7B, 16F, 17F, 18F, 18A, 18B, 18C, 23F, 23A, 24F, 24A, 24B, 28F, 28A, 40, 48 GAAACTTTTGTTGAAAAATTAACAGCCTTCCAACAAGATAAGGCTATCCAATATTATGTG
145wchFSerotype16F, 17F, 18F, 18A, 18B, 18C, 23F, 24F, 24A, 24B, 28F, 28A, 48 AAGGTCTTATGGTCAAACATGCAGCTCTTTTAGTGTGTGATAGTAAGAATATTGAAAAAT
146wchFSerotype16F, 17F, 18F, 18B, 18C, 23A TTCGTTACTTGAAGCATTAGCATCCACAAAGTTAAACTTACTACTCGATGTTGGTTTTAA
147abp1Serotype17F, 24F, 24A, 24B, 48 GCCAGTCATTATCTATACCCTTGAAAAATTTCAAAATCATCCAGAAATTGATGAAATCTG
148abp1Serotype17F, 24F, 24A, 24B, 48 ACACAAACTCCTCATGTTTACCATCTTGATAATATTCTATCGCTTCATGAAAAAGCATTA
149abp1Serotype17F, 24F, 24A, 24B, 48 TTATTTCTCTCTTGGAACAGAGAAAAACTTGAAAATTACGACTGTAGAAGATCTCGATAT
150wciPSerotype17F GAAGAAAAAGATAGACGGATTAAATTGATTGAAAACATATCGGAATATCATGGAGCCTAT
151wciPSerotype17F GTATACCAATCCTATCTCAACTTTTATGGCTCATAAGGTTTATGGATGTAATACGTTATT
152wciPSerotype17F ATCTTAAAACGTATCTCGAAAATTGATGAATTAGCTAAAGATCATGCCTTGACTTACAAG
153wcrVSerotype17F TCGACAGATAGTAGCAAACAGATAATTAACGAGTATCTTAATGCAGACAGTAGATTTAAA
154wcrVSerotype17F CATGCAAAACTTAAGTTGTTCTGTCAGAATTTTAAGTTAGTGAGGAAACAGATTTTTAGG
155wcrVSerotype17F CGATTTAATCTACTAAAAAATAACGGAGGAATGTGGGTTGACTCCACTATATATTTTACT
156wchFSerotype7B, 16F, 17F, 18F, 18A, 18B, 18C, 23F, 23A, 24F, 24A, 24B, 28F, 28A, 40, 48 TATAGCGTATGATATCGCTGCAATTAACAGAGCTATTGAAATTGCCAAAGAAAATAAGGA
157wchFSerotype16F, 18F, 18B, 18C TATAATCAGCTATTAGCAAGTACTGGATTTGATAAAGATCCACGAGTGAAATTTGTTGGA
158wciUSerotype16F, 18F, 18A, 18B, 18C, 28F, 28A AGAAAAAGTACAACCCGACATTATACATATTCACTCGTTTATGGGATTGCATAAAGAATT
159wciUSerotype16F, 18F, 18B, 18C, 28F, 28A TCATCATCAGAGATTGACAACTGCAAATAATAAAATTAGAGTTGCTTATATTGGTCCAGA
160wciUSerotype18A, 18B, 18C GACAAGGAAGATTTGTTGGCTAAAATCATCAATAATCAGTTGAAGAAAATTCCGCTTAAA
161wciVSerotype18A, 18B, 18C AAATACATAACCTTTGTAGATTCAGATGACTATGTTTCTCTAGATATGCTGCAAACTCTA
162wciVSerotype18F, 18A, 18B, 18C AGAAGATGCTATTTTTCAAATTGATTGTTTAAAATTAGCAACATCTGCCCTTGTTATCCC
163wciVSerotype18F, 18B, 18C ACCCAATATCAAAATCAGTATTACGTCATTATCCAATCCATCGTTTACCTTTTACTAAAC
164wciWSerotype18F, 18A, 18B, 18C AAGTGCAACTTGAAGATAGGGCCTACAGAATACTAAAAAAGAAATACGGTTCTTTAATTT
165wciWSerotype18F, 18A, 18B, 18C TGGATTGACTCAACAGTGTATTGTACAGGAATTACTACCATAGAGACAATTGAAAAAAAT
166wciWSerotype18F, 18A, 18B, 18C TACGAACGCAACACCACATATAATGGTTGATGAATTAAATAATGTTTTTTCAAAGGAACG
167wchOSerotype19F, 19B, 19C ATAGATAGTGTAGAACAATATGTATTAGAAAAAAGACCACTACACTTGATGGGGGTGAAT
168wchOSerotype19F, 19B, 19C GCTCAAAGTATTTAAGAGAGATTATCCAAATTTGATAGTTATTGGACACAGAAATGGCTA
169wchOSerotype19F, 19A, 19B, 19C AATTTAGAGTGGTTATTCCGTGTAGCTAATGAGCCTAAACGTCTCTTTAAACGTTATTTT
170wchOSerotype19A GAGTTGCTGGAATAGACTTGATGAAACATTTACTAGAGTTGTCTAATGAAAAAGGATACT
171wchQSerotype19F, 19A, 19B, 19C ATCAGATTTAGAAATTGATGTTTTGATTAACCATGAAAATGCTGGTTTTGCTCGTGGAAA
172wchQSerotype19F, 19A, 19B, 19C ATCAGTAGACTATAGAAAACAGGTAGAAAACCCAATTCTTCATGGTTCTTTTATTGTATA
173wchQSerotype19F, 19A GGATACAAGAGAATTTATACACCTAAAATTAGAGTTTTGCACCATCAAAATGTTGCAACT
174wciBSerotype20 ATACTGGGGAAAACATTTCCCAGTTAAACCCTTATTACTGTGAATTAACAGGTTTATATT
175wciBSerotype20 AAAAAGGAAATATTATATTGAAACTCTATGTTCTCATTATGCACACACGCTAGATGCTAG
176wciBSerotype20 AATGGCTGTTTCCGATTTTAGATTGTATGTTTGATCAGATTAATCTTTCAGAGTTAACTG
177whaJSerotype20 TTTCTCAAAAATTAGCGACCGAAAACTCAAATATACGAGTCTTGAAATCAGATAAAGGAA
178whaJSerotype20 GATTGATGAGTACGGTTTGAAGTTTAATACGAATTTGAGAGTTTCAGAAGATAGTGATTT
179whaJSerotype20 CTATGTTTTTTGAGCCTATACAAAATCTATCTGTATCTAGTGTTAGCAATTTATCGCTAG
180wciLSerotype20 GATACGTTATTATTGGGAAATGTATAGATTCTTCAAAGAATATGCATCTGATTATCAGGC
181wciLSerotype20 TATACATTAGACAATAAATTTGTGCTAGGTCATGTAGGACGTTTGCATTTTCAGAAGAAT
182wciLSerotype20 GACACTACTCTCAGAAGAAGGTGTACCAAAGGAAGTAAAAATCAATGATAATACTTTTTT
183wcwKSerotype20 AAACAAGATATAGAGATATGGATTTGTTTCAATATTGGTTTCGAGCGGTAGAAAAACATG
184wcwKSerotype20 AATCTATTTAGCATTTTTTATTCAGGGATTATTGGTTATCATGATGCTCATGTCGCTATG
185wcwKSerotype20 GTGAATATGTGCCTCTGGCTTATTCAGGTAAAATTGAATCTATTATTCACAAACAAAAGA
186wciDSerotype20 TGGCTCAGAAACTGGAAAAAGAGTATTCTGGCATAGTTAGTATAATTGATAAAGAAAATG
187wciDSerotype20 CATAAAAATTGATGAGAATATGTTCTACGTTGACATGGAGTATATTGTTTTTCCAACTCC
188wciDSerotype20 GAGACAATTGCTAGATGTGTTACTATTATGACAAATGTTTGTCTATCAATGGAAGATACT
189whaFSerotype20 ACTTTAATACAAAAAACTGAATTTCCTAAATTTATCTGGACTATGTGGTGGCAAGGAGAA
190whaFSerotype20 ATTTGGTTAGATTCAACGATGTATGTCCATCCAGATTTCCCTATTGAAATATTAGAAAGA
191whaFSerotype20 AGGGAAATAATAAAAAGTATCCCTAGATATTCTAGTCAAGAAGACATCTTTTGGTTGAGA
192wchFSerotype22F, 22A ACTTATATCGCCTATGGAACAGATACAAGCAAGTCTATTTTAAAACCTGATGACGAAAAA
193wchFSerotype18F, 22F, 22A, 23F ATCGCTTTTAGAAGCTCTTGCTTCAACAAAGCTTAATTTACTGCTAGATGTTGGCTTTAA
194wcwASerotype22F, 22A TAAGAAGACAAGGAGAATCGTTTTCTTTGGAATCTTATATCCGTAGTTTCTCAGAATTAT
195wcwVSerotype22F, 22A GAAAAACGGGGAAAAAATTAAAGTATTTTGGAGAAGGGGAATAAGATTATTTAGAAGTGG
196wcwVSerotype22F, 22A GGAGAATAAGCAAAATATTCTTTATGTAGGCTCACTATCAAAAAGAAAAAACACAGCTCA
197wcwVSerotype22F, 22A ACCTTATTTAAAGAACTCTCAGCTTCAATTTATTTACCCATCATCACAACTATTTGTGCT
198whaBSerotype22F, 22A TGGCAGTATAGAAAGGGTAGAAGCCTTATTTGCAAATAATGACGAGATAGTTATAATAAA
199whaBSerotype22F, 22A CATCATCAAAGTCCTGTTGTTGAGAAGATCAATTCTATATCTAAGGCAAATAAAGAACTT
200whaBSerotype22F, 22A TTATTTTACATGGGAGTTGTGTAATTTTTTCACCATTATATGTTTCAGAGGAGGAGTTTG
201wchFSerotype23F, 23A CCATTTACTGGAAGAAAGATAATCTTCATGAGATTATTGAAACGAGTGAACAAAAAACAC
202wchVSerotype23F, 23A, 23B CCTCATTTTTGTTGACAGTGATGATTTTGTCTCTCAAGATATGGTATCTTATTTAGTATC
203wchVSerotype23F, 23A GGCCAAGATATTTAAAAGAGAGTTGTTTGATGATATAAGATTTCCTGTAGGTAAGCTATT
204wchVSerotype23F, 23A TTTTGGAGATTACGAACACAATTATTAATCACTATGGTGATAATTTACGCGTGTATACTG
205wchWSerotype23F, 23A ATTTGAAACAAAATTATCAAATAAACTTGGCCTACAAAAATCTTTGCATGGAAAGGGTGG
206wchWSerotype23F, 23A CGGGGGGATATTATACAAAAGAGTATAAACAACTATTCAGTTCGGTAGTAGAAAATATTA
207wchWSerotype23F, 23A CCTATAGAGTAAATCTCCATCAATTTTTAATAAACGAGATCTCAGATGCTACAGTAAGAT
208wciBSerotype33F, 33A, 34, 35A, 35B, 35C, 37, 41F, 41A, 42 TTGGTTTTATCGGTGATAATACTGGCGATAATATATCCTCTCTAAATCCATATTATTGTG
209wciBSerotype33F, 33A, 34, 35A, 35B, 35C, 37, 41F ATAGTTCCAAAGAAGCGAAAGTATTATATTGAAACTCTTTATTCACATTATGCCCATACC
210wciBSerotype33F, 33A, 34, 35A, 35B, 35C, 37, 41F AACTATTAGATGATTATTTACCGTGGCTTTTTTCTATTCTGGATACTATGTACGAACAGA
211wciCSerotype33F, 33A, 37 CAAATTTTAATATCTGATACAGATGTTTATTATTTTACTCCAGCTGGTTCAGTAGCTGGT
212wciCSerotype33F, 33A, 37 TTACGAAATTTTATTAGAAGTTGCTAAGAAGATGGTGGGGGATGAGAAATATCACTTTTA
213wciCSerotype33F, 33A, 37 GTTTTACCATCGTATTATAAAGATGAAACTTTACCTATCAGTATGTTAGAAGCAATGGCA
214wciDSerotype33F, 33A, 37 AATAGCAAGACAATTCGAGAGAGAATATGAGGGAATTGTTAGAGTTATAAGTAAGGAAAA
215wciDSerotype33F, 33A, 37 TGCAAGAGAACAATATTCGGCTGTCTGAAAAAATGTTCTATGTAGATATGGAATATATTG
216wciDSerotype33F, 33A, 37 GCATAAACAAGTGATCTATCATTTGGTTGATTTTTATAATCAAATGAGATCTAGCGCTGT
217wciESerotype33F, 33A, 37 GCCAATTTTTAAAATCCTATAACTTTAAAGAGGTATCGCACAAGGAGATAGAACAAAGAA
218wciESerotype33F, 33A, 37 CTGAATTATTTAAAAAAAGATTTTTATACTATTCGAGCAAAGACACATGAGAGAGTGCCC
219wciESerotype33F, 33A, 37 TAAAGTCGAAGAAAATAATCAGGAGTTGTTCTTTTTGGCAGACAATTTTTCTAACCAGTA
220wciFSerotype33F, 33A, 37 CTGGGGAAATATGTGATGAATATGGGAAACTGTATGATAATATTCATGTTTTCCATAAGA
221wciFSerotype33F, 33A, 37 CAGAGCGTTTGTTGAATATTAAAACAGTTGCTCATACCGATTTGCCTATATATCATTATT
222wciFSerotype33F, 33A, 37 AAGGAATTGTTAGCAGCCTTAAATGCTAAAAGAGTAATTGGCTCCTTTATTTTGAGTAAT
22316SStreptococcus pneumoniae TATTGGAAACGATAGCTAATACCGCATAAGAGTAGATGTTGCATGACATTTGCTTAAAAG
22416SStreptococcus pneumoniae ATAAGTCTGAAGTTAAAGGCTGTGGCTTAACCATAGTAGGCTTTGGAAACTGTTTAACTT
225aroEStreptococcus pneumoniae ATTTCAAAAACGGTGTTTCAAAGGGTTGGTATATGATATCTGCAACTAAGAGAGTTTCTG
226aroEStreptococcus pneumoniae AGCAGGGTCATCTTTTTACCTGAAATTGTAAAAGAAGGCAAGCACTTAAAAAATCCCTTG
227aroEStreptococcus pneumoniae TCAAAGGCTCTATTGTGGATGAAGGGAGAAATAGAATGCTTAATAGGATTGGCAACAACT
228ddlStreptococcus pneumoniae TATTGAGCTCGTTGAGAAAAATCTCTCCCTTATCTGTATAGAAGAAATCGCAACGAGATA
229ddlStreptococcus pneumoniae ATGTTTGACGGCTTAGTGAAGACTGGATAAGCCAATTTTTCTTCCACTTCAGCGATTTTA
230ddlStreptococcus pneumoniae CATGACTAAATTCCTGTGTTTTGATAAAGTCACCTGACTGACTGATAAAGAAAGTCTTGA
231gdhAStreptococcus pneumoniae TGAATTCCTCCAAGCTGTTGAAGAATTTTTCAACACTTTGGAACCTGTATTTGAAAAACA
232gdhAStreptococcus pneumoniae TAAACCAAGGGATTTTGAAATTCCTCGGATTTGAACAAATCTTTAAAAACGTCTTGACTG
233gdhAStreptococcus pneumoniae TATACTGAAGAAATGCTCAAAGCTAACGGTAACAGCTTTGCTGGTAAGAAAGTGGTTATT
234gdhAStreptococcus pneumoniae ATGGACGTCTCAAAGACATCATGACCAACATCTTTAACACAGCTAAAACAACTTCAGAAA
235glcKStreptococcus pneumoniae AAATGGTCAATCAAGACCAACATTTTGGATGAGGGAAGTCATATCGTTGATGATATGATT
236glcKStreptococcus pneumoniae AACAAAAGATTGAAAAAGCTTTGGGCATTCCATTTTTCATCGATAATGATGCCAACGTAG
237glcKStreptococcus pneumoniae AGAATTCCTTCTACAAGGTGTTCAAAAAGTTTACGATGAAAATAGTTTCCCACAAGTACG
238spiStreptococcus pneumoniae AGAAGGTATTCTCCTTCTGGAACAGTAAAGCTAAAGTTGGTGTTGTAGTTGACATCAACT
239spiStreptococcus pneumoniae TGATATAGTCTGCTAGATAAGGCTCGTCCGTTTCTTTGTCATTGATGTAGAGTTTATCAT
240spiStreptococcus pneumoniae AACATTGCTCCAAAAAAAGATACGGCTCAAAGCTAGTAATGACAGAATCAGGAGGAATAA
241tktAStreptococcus pneumoniae ACAATTTTTACAAGATTTTCTACAGTAAAGCCATATTCTGCCAATACTTTTGGTGCTGGG
242tktAStreptococcus pneumoniae CAATCAAGATGGTATCAAAGTCGGCTGCATTTTCATATACAACATAAGCACCTTTAGCAA
243tktAStreptococcus pneumoniae TTCAAGATTGTTCCCATTGCAAATTCACGAACACCAAACTGAATGTTACGATTCAAGCGA
244tktAStreptococcus pneumoniae AACATGTTCTTTGAAATCAGCATATACTTGTTCTGGAATTTCAAATGGTTCGTAGTCCCA
245tktAStreptococcus pneumoniae TCTCCACAGATAACGTAAGTATAGTGGTCAAAGATATTGTAGCCTTCACGGTTATATTTG
246xptStreptococcus pneumoniae AGATTCCTTTTTAACCCACCAAGTTGACTTTAGCTTGATGCGAGAGATTGGTAAGGTTTT
247xptStreptococcus pneumoniae ATGATTTTCGCCAAAAAAGCTAAGAACATCACCATGAACGAAGGCATCTTAACTGCTCAA
248xptStreptococcus pneumoniae TTTGATTATCGACGATTTCCTTGCTAATGGCCAAGCTGCTAAAGGCTTGATTCAAATCAT
249KP_gapA Klebsiella pneumoniae GACGTTGTTGCTGAAGCAACCGGTATCTTCCTGACCGACGAAACCGCTCGTAAACACATC
250KP_rpoB Klebsiella pneumoniae AACGGTGTGGTTACTGACGAAATTCACTACCTGTCTGCTATCGAAGAAGGCAACTACGTT
251KP_mdh Klebsiella pneumoniae TGTACGATAAAAACAAACTGTTCGGCGTTACCACGCTGGACATCATCCGTTCCAATACCT
252KP_pgi Klebsiella pneumoniae CCTGGCCTTTGGTAAATCCCGCGAAGTGGTTGAGCAGGAATATCGCGATCAGGGTAAAGA
253SA_arcC Staphylococcus aureus TGATAGGCTATTGGTTGGAAACTGAAATCAATCGCATTTTAACTGAAATGAATAGTGATA
254SA_aroE Staphylococcus aureus AAGTTTTGATTGGTCATTAGTTCCTGGTTATATTGTTGCTCAAATGTTAGGTGCAATTGT
255SA_glpF Staphylococcus aureus TAAGAATTACTTTGCCAACTTTTTAAGTGAGATTATCGGAACAATGGCATTAACTTTAGG
256SA_gmk Staphylococcus aureus CGTAGATTACTTTTTTAAAACTAGGGATGCGTTTGAAGCTTTAATCAAAGATGACCAATT
257LP_acnF Legionella pneumophila CGAAAAAAAGGGGTTGTTGGTAAATTTGTTGAATTTTATGGTCCTGGACTTAATGATTTA
258LP_mompS Legionella pneumophila TCAATGTGAACTGGTATCATTTTGATAACGACAGTGATCACTGGTTTGATTTTGCTAACT
259CP_groES Chlamydophila pneumoniae TTCTTTACCTGCGTTACTTGCAATTTGCTTTAATGGAGCTGTTAATGCTTTTAGAATAAT
260CP_gyrA Chlamydophila pneumoniae GTTTGGTGGCTAAAAATAAGAAGCCGGCATTATCAAAATTCTTAATATTCAATATAGCTG
261CP_gyrB Chlamydophila pneumoniae CCAAGACCTTTATACCTCTGAATTTCTATGCCTTTTCTTCCAAGATTTTTAAGATAGTTA
262CP_dnaA Chlamydophila pneumoniae CCTGCTGCTTCTAAAACATCTTTTAAAAGAGTTTTCACATCATCTTCATATAGTAATTGG
263CP_accA Chlamydophila pneumoniae TGATAACAGTATCGATAATGCCAAATTGTTTTAAGTTTTCTCCATGCATTTTCAACATGG
264CP_dnaK Chlamydophila pneumoniae TCAAAAAACAAGAAGGCATTGATCTTAGCAAAGATAATATGGCCTTACAAAGACTTAAAG
265MP_gyrB Mycoplasma pneumoniae AGGAACCTTTATTTGAGGACATTATCTTTGGTGAAAAAACCGATACTGTTAAATCAGTTA
266MP_gyrA Mycoplasma pneumoniae ACAAGATCAAATTGACAAAATTCGTCAGGAATTAGCACAATCAGCAATTAAAAACATCTC
267MP_dnaJ Mycoplasma pneumoniae TTGCGCAAGCTCAAGGAATTTATTAAACCTAATCAAGAGGTAAAACAATATTTAAACGCA
268MP_lgt Mycoplasma pneumoniae TGGGATTGCCTTTGGCATCTTAATGTTTGTCTTGAAGTTAATTTACTTTTACAAGATTCA
269MP_fus Mycoplasma pneumoniae TAAGCTTCCGTGAAACCTTCAATAAAGAAAGTGAAGTTGAGGGTAAATACATTAAACAAT
270MP_lspA Mycoplasma pneumoniae TTTGAAGAACTGAATTAAAAAGGAGAGGAACAGACCAATAAAACTAAAGGTAATGCAACA
271PA_trpE Pseudomonas aeruginosa TCACCGAAAAAATGGTGATCGAACGTTACTCCAACGTCATGCACATCGTGTCCAACGTCA
272PA_nuoD Pseudomonas aeruginosa GATCATGATGGCGGAGTTCTTCCGTATCCTGAACCACCTGCTGTACCTGGGCACCTATAT
273SP_gki Streptococcus pyogenes ATTCAGCCATCAAAGCAGCTATTGACAATGGTGAAGGTGTTACCAGTAAAGACATTTTCA
274SP_xpt Streptococcus pyogenes ATCGCTGGTAAATTCCTATCTAAAGAAGACAAGGTTTTGATTATTGATGACTTTTTAGCT
Figure 1

(a) Microarray oligonucleotide probes layout. Oligonucleotides 1 to 222 are provided in Tables 2 and 3. P represents S. pneumoniae housekeeping genes and 16S rDNA positive control oligonucleotides. N indicates negative control oligonucleotides designed from housekeeping genes of other bacterial species. E denotes empty spot. (b) Scanned microarray images of S. pneumoniae genomic DNA hybridized with 6 samples (serotype 3, 9V, 11A, 19F, 22F and 22A). The numbers correspond to the spot identifiers given in Tables 2 and 3, and Figure 1(a) P indicates positive spot.

3.2. Evaluation of the Microarray

A total of 274 oligonucleotide probes were used in this microarray, including positive and negative controls and GT gene-specific probes. The microarray probes were tested using 36 pneumococcal isolates from 23 vaccine-associated serotypes and 19 additional pneumococcal isolates belonging to other serotypes (Table 1). Figure 1(b) shows the examples of scanned pictures of 6 strains representing different serotypes. Examples of the same serotype were tested repeatedly and shown to have an identical signal pattern, for example, 5 times for serotype 3 (data not shown). Of 23 strains representing 23-valent vaccine serotype, 18 strains hybridized to all the specific set of probes, and four strains hybridized to almost all the specific set of probes (Table 4). The strain representing serotype 22F may actually belong to serotype group 22F/22A, since this sample failed to hybridize specifically to wchF and wcwA probes but hybridized to the rest of group 22F/22A specific probes. Of the 13 strains representing the 23 vaccine-related serotypes, only 1 isolate (serotype 46), failed to hybridize to a specific probe while the other 12 strains hybridized perfectly. Of the 20 nonvaccine serotypes, 19 strains either hybridized partially to GT-specific probes or did not hybridize to any probes. One strain, representing serotype 23A, hybridized to most of the 23F-specific probe; thus, 23A may be indistinguishable from 23F using GT gene sequences.
Table 4

Microarray results of each strain.

SerotypeStrain IDPositive probeaMicroarray result
Assined group
23 serotypes included in 23-valent vaccine 1ATCC63011, 2, 3, 4, 5, 6Perfectly matched1
2ATCC63027, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18Perfectly matched2
3D3619, 20, 21Perfectly matched3
4JHK2722, 23, 24, 25, 26, 27, 28, 29, 30Perfectly matched4
5ATCC630523, 24, 31, 32, 33, 34, 35, 36, 37Perfectly matched5
6BMSC104738, 39, 41, 42, 431 probe of group 6A/6B did not hybridized6A/6B
7FATCC1035144, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58Perfectly matched7F/7A
8ATCC630859, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70Perfectly matched8
9VKD10-1171, 72, 73, 74, 75, 76, 77, 78, 84, 85, 81, 82, 83Perfectly matched9A/9V
9NKD01-2671, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83Perfectly matched9L/9N
10AATCC833486, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100Perfectly matched10A
11ASSI11A/2101, 102, 103, 104, 105, 106, 107, 108, 109Perfectly matched11A/11D
12FATCC631211, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 1241 extra probe of group 2 hybridized12F/12A/12B/44/46
14D59101, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137Perfectly matched14
15BATCC10354125, 128, 131, 135, 138, 139, 140, 141, 142, 143Perfectly matched15B/15C
17FATCC6317144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 1561 extra probe of group 18B/18C hybridized17F
18CATCC10356156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166Perfectly matched18B/18C
19FD3372, 167, 168,169, 171, 172, 173Perfectly matched19F
19AD471, 73, 74, 169, 170, 171, 172, 173,1 extra probe of group 19F hybridized19A
20ATCC6320174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191Perfectly matched20
22FKD01-237, 8, 44, 195, 196, 197, 198, 199, 2005 probes of group 22F/22A did not hybridized and 1 extra probe of group 7F/7A hybridized22F/22A
23FKD11-15144, 145, 156, 193, 201, 202, 203, 204, 205, 206, 207Perfectly matched23F
33FATCC10370208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222Perfectly matched33F/33A/37

Other serotypes included in 23 groups6AMSC194338, 39, 40, 41, 42, 43Perfectly matched6A/6B
7AATCC630744, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58Perfectly matched7F/7A
9AATCC833371, 72, 73, 74, 75, 76, 77, 78, 84, 85, 81, 82, 83Perfectly matched9A/9V
9LATCC1034971, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83Perfectly matched9L/9N
11DSSI11D/1101, 102, 103, 104, 105, 106, 107, 108, 109Perfectly matched11A/11D
12ASSI12A/5110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 274Perfectly matched12F/12A/12B/44/46
12BSSI12B/1110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 274Perfectly matched12F/12A/12B/44/46
15CSSI15C/2125, 128, 131, 135, 138, 139, 140, 141, 142, 143Perfectly matched15B/15C
18BATCC10355156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166Perfectly matched18B/18C
22AATCC103637, 48, 49, 192, 193, 194, 195, 196, 197, 198, 199, 200Perfectly matched22F/22A
33AATCC8340208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222Perfectly matched33F/33A/37
44SSI44/3110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 274Perfectly matched12F/12A/12B/44/46
46SSI46/2110, 111, 112, 113, 114, 115, 116, 117, 119, 120, 121, 122, 123, 124, 2741 probe of group 12F/12A/12B/44/46 did not hybridized12F/12A/12B/44/46

Serotypes not included in 23 groups7BATCC10348143, 155Partial hybridizationNot included in 23 group
7CATCC10350noneNone hybridizationNot included in 23 group
10FATCC631086, 87, 88Partial hybridizationNot included in 23 group
10BSSI10B/271, 72, 73, 74, 78, 79, 80, 81, 82, 83Partial hybridizationNot included in 23 group
10CSSI10C/271, 72, 73, 74, 75, 76, 77Partial hybridizationNot included in 23 group
11FATCC6311103, 104, 105, 106, 107, 108, 109Partial hybridizationNot included in 23 group
11BSSI11B/2101Partial hybridizationNot included in 23 group
11CATCC10353101, 274Partial hybridizationNot included in 23 group
15FATCC6315101, 129, 131, 135, 141, 142, 143Partial hybridizationNot included in 23 group
15AATCC6330101, 129, 131, 135, 141, 142, 143Partial hybridizationNot included in 23 group
17ASSI17A/2noneNone hybridizationNot included in 23 group
18FATCC6318144, 145, 156, 157, 158, 159, 162, 163, 164, 165, 166, 193Partial hybridizationNot included in 23 group
18AATCC10344144, 145, 156, 158, 160, 161, 162, 164, 165, 166Partial hybridizationNot included in 23 group
19BATCC1035872, 167, 168,169, 171, 172Partial hybridizationNot included in 23 group
19CATCC1035972,169,171,172Partial hybridizationNot included in 23 group
23AKD12-06144, 146, 156, 201, 202, 203, 204, 205, 206, 2071 probe of group 23F did not hybridized23F
23BATCC103647, 46, 202,Partial hybridizationNot included in 23 group
33BATCC10342noneNone hybridizationNot included in 23 group
33CATCC8339noneNone hybridizationNot included in 23 group
33DSSI33D/249, 57Partial hybridizationNot included in 23 group

Explanatory notes: aThe numbers correspond to the spot identifiers given in Tables 2, 3, and Figure 1(a).

4. Discussion

In order to develop a more effective S. pneumoniae vaccine, simple detection methods are required to serotype large numbers of clinical isolates. Conventional serotyping methods using large panels of antisera are labourious and require technical expertise. Our microarray method can determine serotype of a strain at one time and needs no expertise. In addition, the microarray method described here has the potential to be automated. To our knowledge, our report describes the first microarray to utilize GT genes to predict serotype of any bacteria. Several molecular typing methods have been developed based on serotype-specific sequences [12-21]. Wang et al. [21] described microarray method using wzy and capA genes. Our approach is different in that GT genes were selected as serotype-specific genes. Since GTs catalyze the transfer of the sugar moiety to an acceptor and generate a serotype-specific capsular polysaccharide, detecting GT genes can directly reflect polysaccharide structure. We discovered considerable variability within S. pneumoniae GT genes, which provides groundwork for future investigations into new S. pneumoniae capsular types. Our method using GT genes can not only discriminate serotypes but can give information of the capsular polysaccharide structure. The DNA microarray described here accurately detects the majority of S. pneumoniae serotypes and serogroups included in the 23-valent vaccine and in the 7, 9, 11, 13-valent conjugate vaccines, which will permit serotype surveillance before and after vaccination. Since 1983, the 23-valent pneumococcal vaccine has been administered to persons in the United States aged >2 years with certain underlying medical conditions or aged >65 years. In 2000, the more effective PCV7, 7-valent pneumococcal conjugate vaccine, which protects against serotypes 4, 6B, 9V, 14, 18C, 19F, and 23F was approved for administration [22]. As a result of PCV7, antibiotic-resistant invasive pneumococcal infections have decreased dramatically in young children and older persons [23]; however, an increase in disease associated with serotypes not included in the PCV7 vaccine, has been observed [24, 25]. To address serotype vaccine coverage, the Advisory Committee on Immunization Practices (ACIP) issued recommendations in February 2010 for a newly licensed 13-valent pneumococcal conjugate vaccine (PCV13), which contains the seven serotypes in PCV7 (4, 6B, 9V, 14, 18C, 19F, and 23F) and six additional serotypes (1, 3, 5, 6A, 7F, and 19A) [26]. Taken together, our DNA microarray will be able to monitor serotype prevalence of all vaccine-related serotypes. However, in examining serotype replacement in vaccinated population a further study to distinguish more than 90 serotypes is required and is currently under investigation. Moreover, further study of the reproducibility of the microarray is needed.

5. Conclusion

We developed a S. pneumoniae DNA microarray that identifies GT gene polymorphisms to distinguish capsular types. We believe that our microarray system is more reliable and cost-effective and will help to survey the emergence of new S. pneumoniae serotype.
  24 in total

Review 1.  Community-acquired pneumonia in children.

Authors:  Kenneth McIntosh
Journal:  N Engl J Med       Date:  2002-02-07       Impact factor: 91.245

Review 2.  Current trends in capsular polysaccharide biosynthesis of Streptococcus pneumoniae.

Authors:  E García; D Llull; R Muñoz; M Mollerach; R López
Journal:  Res Microbiol       Date:  2000 Jul-Aug       Impact factor: 3.992

3.  Serotyping Streptococcus pneumoniae by multiplex PCR.

Authors:  D A Brito; M Ramirez; H de Lencastre
Journal:  J Clin Microbiol       Date:  2003-06       Impact factor: 5.948

4.  Evaluation of semiautomated multiplex PCR assay for determination of Streptococcus pneumoniae serotypes and serogroups.

Authors:  Elliot R Lawrence; David B Griffiths; Siobhán A Martin; Robert C George; Lucinda M C Hall
Journal:  J Clin Microbiol       Date:  2003-02       Impact factor: 5.948

5.  Emergence of Streptococcus pneumoniae serotypes 19A, 6C, and 22F and serogroup 15 in Cleveland, Ohio, in relation to introduction of the protein-conjugated pneumococcal vaccine.

Authors:  Michael R Jacobs; Caryn E Good; Saralee Bajaksouzian; Anne R Windau
Journal:  Clin Infect Dis       Date:  2008-12-01       Impact factor: 9.079

6.  Evaluation of serotype prediction by cpsA-cpsB gene polymorphism in Streptococcus pneumoniae.

Authors:  E R Lawrence; C A Arias; B Duke; D Beste; K Broughton; A Efstratiou; R C George; L M Hall
Journal:  J Clin Microbiol       Date:  2000-04       Impact factor: 5.948

7.  Preventing pneumococcal disease among infants and young children. Recommendations of the Advisory Committee on Immunization Practices (ACIP).

Authors: 
Journal:  MMWR Recomm Rep       Date:  2000-10-06

8.  Licensure of a 13-valent pneumococcal conjugate vaccine (PCV13) and recommendations for use among children - Advisory Committee on Immunization Practices (ACIP), 2010.

Authors: 
Journal:  MMWR Morb Mortal Wkly Rep       Date:  2010-03-12       Impact factor: 17.586

9.  Emergence of antimicrobial-resistant serotype 19A Streptococcus pneumoniae--Massachusetts, 2001-2006.

Authors: 
Journal:  MMWR Morb Mortal Wkly Rep       Date:  2007-10-19       Impact factor: 17.586

10.  Using cpsA-cpsB sequence polymorphisms and serotype-/group-specific PCR to predict 51 Streptococcus pneumoniae capsular serotypes.

Authors:  Fanrong Kong; Gwendolyn L Gilbert
Journal:  J Med Microbiol       Date:  2003-12       Impact factor: 2.472

View more
  8 in total

1.  From Quellung to multiplex PCR, and back when needed, in pneumococcal serotyping.

Authors:  Lotta Siira; Tarja Kaijalainen; Lotte Lambertsen; Moon H Nahm; Maija Toropainen; Anni Virolainen
Journal:  J Clin Microbiol       Date:  2012-06-12       Impact factor: 5.948

2.  Sequetyping: serotyping Streptococcus pneumoniae by a single PCR sequencing strategy.

Authors:  Marcus H Leung; Kevin Bryson; Kathrin Freystatter; Bruno Pichon; Giles Edwards; Bambos M Charalambous; Stephen H Gillespie
Journal:  J Clin Microbiol       Date:  2012-05-02       Impact factor: 5.948

Review 3.  Pneumococcal Capsules and Their Types: Past, Present, and Future.

Authors:  K Aaron Geno; Gwendolyn L Gilbert; Joon Young Song; Ian C Skovsted; Keith P Klugman; Christopher Jones; Helle B Konradsen; Moon H Nahm
Journal:  Clin Microbiol Rev       Date:  2015-07       Impact factor: 26.132

4.  Application of a target enrichment-based next-generation sequencing protocol for identification and sequence-based prediction of pneumococcal serotypes.

Authors:  Veranja Liyanapathirana; Irene Ang; Dominic Tsang; Kitty Fung; Tak Keung Ng; Haokui Zhou; Margaret Ip
Journal:  BMC Microbiol       Date:  2014-03-10       Impact factor: 3.605

5.  Development of a TaqMan Array Card for Pneumococcal Serotyping on Isolates and Nasopharyngeal Samples.

Authors:  Suporn Pholwat; Fuminori Sakai; Paul Turner; Jorge E Vidal; Eric R Houpt
Journal:  J Clin Microbiol       Date:  2016-05-11       Impact factor: 5.948

Review 6.  DNA microarrays for the diagnosis of infectious diseases.

Authors:  E Donatin; M Drancourt
Journal:  Med Mal Infect       Date:  2012-10-09       Impact factor: 2.152

7.  Serotyping of Streptococcus pneumoniae based on capsular genes polymorphisms.

Authors:  Frédéric Raymond; Nancy Boucher; Robin Allary; Lynda Robitaille; Brigitte Lefebvre; Cécile Tremblay; Jacques Corbeil; Alain Gervaix
Journal:  PLoS One       Date:  2013-09-24       Impact factor: 3.240

8.  Using a practical molecular capsular serotype prediction strategy to investigate Streptococcus pneumoniae serotype distribution and antimicrobial resistance in Chinese local hospitalized children.

Authors:  Ping Jin; Lijuan Wu; Shahin Oftadeh; Timothy Kudinha; Fanrong Kong; Qiyi Zeng
Journal:  BMC Pediatr       Date:  2016-04-26       Impact factor: 2.125

  8 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.