| Literature DB >> 25314655 |
Raquel Branquinho1, Clara Sousa2, João Lopes3, Manuela E Pintado4, Luísa V Peixe1, Hugo Osório5.
Abstract
Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS) despite being increasingly used as a method for microbial identification, still present limitations in which concerns the differentiation of closely related species. Bacillus pumillus and Bacillus safensis, are species of biotechnological and pharmaceutical significance, difficult to differentiate by conventional methodologies. In this study, using a well-characterized collection of B. pumillus and B. safensis isolates, we demonstrated the suitability of MALDI-TOF-MS combined with chemometrics to accurately and rapidly identify them. Moreover, characteristic species-specific ion masses were tentatively assigned, using UniProtKB/Swiss-Prot and UniProtKB/TrEMBL databases and primary literature. Delineation of B. pumilus (ions at m/z 5271 and 6122) and B. safensis (ions at m/z 5288, 5568 and 6413) species were supported by a congruent characteristic protein pattern. Moreover, using a chemometric approach, the score plot created by partial least square discriminant analysis (PLSDA) of mass spectra demonstrated the presence of two individualized clusters, each one enclosing isolates belonging to a species-specific spectral group. The generated pool of species-specific proteins comprised mostly ribosomal and SASPs proteins. Therefore, in B. pumilus the specific ion at m/z 5271 was associated with a small acid-soluble spore protein (SASP O) or with 50S protein L35, whereas in B. safensis specific ions at m/z 5288 and 5568 were associated with SASP J and P, respectively, and an ion at m/z 6413 with 50S protein L32. Thus, the resulting unique protein profile combined with chemometric analysis, proved to be valuable tools for B. pumilus and B. safensis discrimination, allowing their reliable, reproducible and rapid identification.Entities:
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Year: 2014 PMID: 25314655 PMCID: PMC4196992 DOI: 10.1371/journal.pone.0110127
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Origins of Bacillus spp. isolates (n = 27) included in this study.
| Isolate | Origin | Year/Location | References |
|
| |||
| Bp ATCC14884 | Reference strain | ||
| Bp ATCC 7061 | Type Strain | ||
| Bp7 | 2005/Portugal | ||
| Bp11 | Health products (n = 3) | 2005/Portugal |
|
| Bp15 | 2005/Portugal | ||
|
| |||
| Bs1 | 2004/Portugal | ||
| Bs2 | Animals Gastropods (n = 3) | 2005/Portugal | |
| Bs3 | 2007/Portugal | ||
| Bs13 | 2005/Portugal | ||
| Bs16 | Health products (n = 3) | 2005/Portugal | |
| Bs17 | 2005/Portugal |
| |
| Bs5 | 2002/Portugal | ||
| Bs18 | Cosmetic products (n = 4) | 2002/Portugal | |
| Bs19 | 2002/Portugal | ||
| Bs27 | 2002/Portugal | ||
| Bs24 | 2004/Italy | ||
| Bs25 | Foods/salame (n = 3) | 2004/Italy |
|
| Bs33 | 2004/Italy | ||
| Bs22 | Plant Growth-PromotingRhizobacteria (PGPR) (n = 2) | 1997/USA |
|
| Bs23 | 1997/USA | ||
| Bs31 | Food/beans (n = 1) | 2003/Africa |
|
| Bs FO-36b | Clean-room/air particulate (n = 1) | 1999/USA | Type Strain, |
| Bs35 | Clean-room/floor (n = 1) | 2001/USA | |
| Bs36 | Clean-room/cabinet top (n = 1) | 2001/USA | |
| Bs37 | Clean-room/Mars Odyssey spacecraft surface (n = 2) | 2001/USA |
|
| Bs38 | |||
| Bs42 | Clean-room/anteroom (n = 1) | 2001/USA |
Type Strain.
Isolates obtained from the Quality Control Department (INFARMED), Lisbon, Portugal.
Isolates FEL 55 from salame felino, UNG22 from salame ungherese and MIL46 from salame milano obtained from the Istituto di Scienze delle Produzioni Alimentari (ISPA), Bari, Italy.
Isolates SE 49 (AP3) and SE 52 (AP7) from cucumber roots obtained from the Culture collection of the Department of Entomology and Plant Pathology, Auburn University, Alabama, USA.
Isolates Bs31 from African locust beans for Soumbala production obtained from Ouagadougou, Africa.
Isolates FO-36b, SAFN-027, SAFN-037, KL-052, 51-3C and 82-2C from spacecraft and assembly-facility surfaces obtained from California Institute of Technology, California, USA.
Figure 1Average mass spectra obtained by MALDI-TOF-MS analysis of B. pumilus and B. safensis isolates.
(a) B. pumilus (5 spectra) and (b) B. safensis (22 spectra) in the ion range at m/z 2000 to 12000. Spectra were obtained by averaging the respective experimental ion signals from all isolates.
Species-specific ion m/z values (average) of B. pumilus and B. safensis isolates.
| Experimental average ion | ||
|
|
| |
| 3692.5 | ||
| 3060 (BP1) | 3821.5 | |
|
| 3608.5 (BP2) | 4305.5 |
| 5271 (BP3) | 5948.5 | |
| 6122 (BP4) | 6704 | |
| 6793.5 | ||
| 7415 | ||
| 3692.5 | ||
| 3821.5 | 3396 (BS1) | |
| 4305.5 | 5288 (BS2) | |
|
| 5948.5 | 5568 (BS3) |
| 6704 | 6094 (BS4) | |
| 6793.5 | 6413 (BS5) | |
| 7415 | ||
average ion m/z values (±2Da).
In brackets were named candidate species-specific ion masses.
Figure 2Score plot obtained by PLSDA regression model and the corresponding dendrogram.
Score plot of the PLSDA regression model (a) and respective dendrogram (b), of B. pumilus and B. safensis isolates. Legend: • B. pumilus isolates and ▾ B. safensis isolates. Unfilled symbols correspond to the type strains of both species.
Overview of biomarkers tentative assignment of MALDI-TOF-MS mass signals of B. pumilus group species.
| Specie(s) | Observed Mass (Da) | Predicted Mass (Da) | Error (%) | UniProt Accession ID | Protein Description | Peptide sequence | Organism |
| 3060 | NA | NA | Unassigned | NA | NA | ||
| 3608.5 | NA | NA | Unassigned | NA | NA | ||
| 5270 | 0.02 | A8FJG4 | 50S | MKRTFQPNNRKRSKVHGFRSRMSSKNGRLVLKRRRSKGRKKLSA | B. pumilus SAFR-032 | ||
| 5271 | |||||||
|
| 5266.89 | 0.08 | A8FDQ9 |
| MTKRKANHVINGMNAAKSQGNGAGYIEDDQLVLTAEQRQNNKKRKKNQ |
| |
| 6114 | 0.2 | C0H3U0 | Uncharacterized membrane protein YyzG | MQTNRVILLAVMICLVSAITVFLLNGCKVDFLDIGGTIIGCFLGIFVVVRIQKKQS |
| ||
| 6122 | |||||||
| 6126 | 0.08 | P0C8M5 | Transcriptional regulator SlrA | MKTHVKKDLDKGWHMLIQEARSIGLGIHDVRQFLESETASRKKNHKKTVRQD |
| ||
| 3049 | NA | NA | Unassigned | NA | NA | ||
| 3396 | NA | NA | Unassigned | NA | NA | ||
|
| 5288 | 5299.88 | 0.2 | A8FHD4 |
| MSFFQKDKKAKSEKDHKQVDQLLEEASKELAGDPLQEAVQKKKNNDQ |
|
| 5568 | 5544 | 0.5 | A8FDQ8 |
| MTNKNTGKDIRQNSPKEHQSGQPEPLSGSKKVKNRNHTRQKHNSHHDM |
| |
| 6094 | NA | NA | Unassigned | NA | NA | ||
| 6413 | 6411.7 | 0.03 | A8FCW7 |
| MAVPFRRTSKMKKRLRRTHFKLQVPGMVACPECGEMKISHRVCKSCGTYKGKDVKSN |
| |
| 3692.5 | 3698 | 0.1 | C0H3V1 | UPF0752 membrane protein YczN | MSGYSNGGGYGGISSFALIVVLFILLIIVGTAFVGGF |
| |
| 3821.5 | NA | NA | Unassigned | NA | NA | ||
| 4305.5 | 4305 | 0.01 | A8F9A9 | 50S | MKVRPSVKPICEKCKVIRRKGKVMVICENPKHKQKQG |
| |
|
| 5948.5 | 5932 | 0.3 | A8FF72 | 50S | MRVNITLACTECGERNYITKKNKRNNPDRVEFKKYCSRDKKQTVHRETK |
|
| 6704 | 6691 | 0.3 | C0H3Z1 | Uncharacterized protein YjzG | MMKNGFAYKNGKLVNIFCGKEELYNELKAFLVKTFSINVKEVSRPSIYRRTKSKQLE |
| |
| 6793.5 | 6793 | 0.01 | B4AE40 | 50S | MARKCVITGRKTKAGNNRSHAMNSTKRTWGANLQKVRILVDGKPKRVYVSARALKSGKVERV |
| |
| 7415 | 7410.8 | 0.08 | B4AM90 | 50S | MPKMKTHRGSAKRFKKTGSGKLKRSHAYTSHLFANKSTKQKRKLRKSAIVSAGDFKRIKQQLANIK |
|
Protein identity was determined by the TagIdent software and compared with ribosomal subunit proteins developed by Hotta et al. [23] described in Materials and Methods section.
SASP - Small, acid-soluble spore protein.
RP – Ribosomal protein.
Organism – bacterial strain where the protein was described.
NA – not applicable.
Predicted molecular weight (Mw) proposed by Hotta et al. [27], considering “N-end rule” [28] where N-terminal methionine is cleaved from specific penultimate amino acid residues such as glycine, alanine, serine, proline, valine, threonine and cysteine.
Candidate species-specific biomarkers assignments of B. pumilus and B.safensis.
| Species | ||
| Ion mass ( |
|
|
|
| + | − |
|
| − | + |
|
| − | + |
|
| + | − |
|
| − | + |
Ion masses are presented as m/z values. The presence/absence of an ion peak in each spectral group is represented by +/−, respectively.
Figure 3MS patterns of the candidate species-specific ion peaks (m/z) using MALDI-TOF-MS in linear mode.
a) B. pumilus (average of 5 spectra) and b) B. safensis (average of 22 spectra). In brackets were named candidate species-specific ion peaks.