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Collins T, Muste C, Owens KG. Identification of Microbial Strains via 2D Cross-Correlation of LC-MS Data. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2024; 35:1352-1362. [PMID: 38742647 PMCID: PMC11197091 DOI: 10.1021/jasms.4c00101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 04/29/2024] [Accepted: 05/07/2024] [Indexed: 05/16/2024]
Abstract
Mass spectrometry is commonly used in the identification of species present in microbial samples, but the high similarity in the peptide composition between strains of a single species has made analysis at the subspecies level challenging. Prior research in this area has employed methods such as Principal Component Analysis (PCA), the k-Nearest Neighbors' (kNN) algorithm, and Pearson correlation. Previously, 1D cross-correlation of mass spectra has been shown to be useful in the classification of small molecule compounds as well as in the identification of peptide sequences via the SEQUEST algorithm and its variants. While direct application of cross-correlation to mass spectral data has been shown to aid in the identification of many other types of compounds, this type of analysis has not been demonstrated in the literature for the purpose of LC-MS based identification of microbial strains. A method of identifying microbial strains is presented here that applies the principle of 2D cross-correlation to LC-MS data. For a set of N = 30 yeast isolate samples representing 5 yeast strains (K-97, S-33, T-58, US-05, WB-06), high-resolution LC-MS-Orbitrap data were collected. Reference spectra were then generated for each strain from the combined data of each sample of that strain. Sample strains were then predicted by computing the 2D cross-correlation of each sample against the reference spectra, followed by application of correction factors measuring the asymmetry of the 2D correlation functions.
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Affiliation(s)
- Tucker
James Collins
- Department of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Cathy Muste
- Department of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Kevin G. Owens
- Department of Chemistry, Drexel University, Philadelphia, Pennsylvania 19104, United States
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Hinojosa-Avila CR, García-Gamboa R, Chedraui-Urrea JJT, García-Cayuela T. Exploring the potential of probiotic-enriched beer: Microorganisms, fermentation strategies, sensory attributes, and health implications. Food Res Int 2024; 175:113717. [PMID: 38129037 DOI: 10.1016/j.foodres.2023.113717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 11/04/2023] [Accepted: 11/22/2023] [Indexed: 12/23/2023]
Abstract
Probiotic-enriched beers have emerged as an innovative solution for delivering beneficial microorganisms, particularly appealing to consumers seeking non-dairy options. However, navigating the complex beer environment presents challenges in effectively cultivating specific probiotic strains. This review aims to promote innovation and distinctiveness within the brewing industry by providing insights into current research on the integration of probiotic microorganisms into beer production, thereby creating a functional beverage. The review explores the effects of probiotic incorporation on the functional, technological, and sensory attributes of beer, distinguishing contributions from bacterial and yeast, as well as potential health benefits. Probiotic microorganisms encounter hurdles during beer production, including ethanol, hops, CO2 levels, pH, oxygen, and nutrients. Ethanol tolerance mechanisms vary among bacteria and yeasts, with specific lactic acid bacteria showing resistance to hop compounds. Hops, crucial for beer categorization, exert a timing-dependent impact on probiotics-early isomerization impedes growth, while late additions yield non-isomerized antibacterial properties. Effective probiotic integration necessitates precise post-fermentation addition stages to ensure viability and flavor. The sensory impact and consumer reception of probiotic-enriched beers require further exploration. Probiotics must endure storage conditions to qualify as functional beer, while limited research investigates health advantages, urging enhanced production techniques, sensory optimization, and clinical validation.
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Affiliation(s)
- Carlo R Hinojosa-Avila
- Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Food and Biotech Lab, Ave. General Ramón Corona 2514, 45138 Zapopan, Jalisco, Mexico
| | - Ricardo García-Gamboa
- Tecnologico de Monterrey, Escuela de Medicina y Ciencias de la Salud, Av. General Ramon Corona 2514, 45138 Zapopan, Jalisco, Mexico
| | - Jorge J T Chedraui-Urrea
- Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Prol. Canal de Miramontes, Coapa, San Bartolo el Chico, Tlalpan, 14380 Ciudad de México, Mexico
| | - Tomás García-Cayuela
- Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Food and Biotech Lab, Ave. General Ramón Corona 2514, 45138 Zapopan, Jalisco, Mexico.
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Rodríguez-Saavedra M, González de Llano D, Beltran G, Torija MJ, Moreno-Arribas MV. Pectinatus spp. - Unpleasant and recurrent brewing spoilage bacteria. Int J Food Microbiol 2020; 336:108900. [PMID: 33129006 DOI: 10.1016/j.ijfoodmicro.2020.108900] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2019] [Revised: 09/19/2020] [Accepted: 10/02/2020] [Indexed: 12/20/2022]
Abstract
Traditionally, beer has been recognised as a beverage with high microbiological stability because of the hostile growth environment posed by beer and increasing attention being paid to brewery hygiene. However, the microbiological risk has increased in recent years because of technological advances toward reducing oxygen in beers, besides the increase in novel beer styles production, such as non-pasteurised, flash pasteurised, cold sterilised, mid-strength, and alcoholic-free beer, that are more prone to spoilage bacteria. Moreover, using innovative beer ingredients like fruits and vegetables is an added cause of microbial spoilage. To maintain quality and good brand image, beer spoilage microorganisms are a critical concern for breweries worldwide. Pectinatus and Megasphaera are Gram-negative bacteria mostly found in improper brewing environments, leading to consumer complaints and financial losses. Because of the lack of compiled scientific knowledge on Pectinatus spoilage ability, this review provides a comprehensive overview of the occurrence, survival mechanisms, and the factors affecting beer spoilage Pectinatus species in the brewing process.
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Affiliation(s)
- Magaly Rodríguez-Saavedra
- Instituto de Investigación en Ciencias de la Alimentación (CIAL), CSIC-UAM, c/ Nicolás Cabrera, 29049 Madrid, Spain
| | - Dolores González de Llano
- Instituto de Investigación en Ciencias de la Alimentación (CIAL), CSIC-UAM, c/ Nicolás Cabrera, 29049 Madrid, Spain
| | - Gemma Beltran
- Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Marcel·lí Domingo, 1, 43007 Tarragona, Spain
| | - María-Jesús Torija
- Departament de Bioquímica i Biotecnologia, Universitat Rovira i Virgili, Marcel·lí Domingo, 1, 43007 Tarragona, Spain
| | - M Victoria Moreno-Arribas
- Instituto de Investigación en Ciencias de la Alimentación (CIAL), CSIC-UAM, c/ Nicolás Cabrera, 29049 Madrid, Spain.
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Muste C, Owens KG. Cell-Free Identification of S. cerevisiae Strains by Analysis of Supernatant Using LC-MS. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2018; 29:2260-2267. [PMID: 30105741 DOI: 10.1007/s13361-018-2046-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2018] [Revised: 07/13/2018] [Accepted: 07/26/2018] [Indexed: 06/08/2023]
Abstract
Current literature shows a gap for methods which can identify yeast sub-species (strains or serovars) in samples where there are no viable cells remaining. Presented here is a technique for the analysis of yeast supernatant, including solid phase extraction, data-dependent acquisition liquid chromatography/mass spectrometry (LC-MS), and two chemometric methods to identify and classify yeast strains. Five strains of Saccharomyces cerevisiae were successfully identified in various stages of growth. In addition, peptide/protein identification was performed, without the need for additional data acquisition. Graphical Abstract ᅟ.
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Affiliation(s)
- Cathy Muste
- Department of Chemistry, Drexel University, 3141 Chestnut Street, Philadelphia, PA, 19104-2875, USA
| | - Kevin G Owens
- Department of Chemistry, Drexel University, 3141 Chestnut Street, Philadelphia, PA, 19104-2875, USA.
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De la Torre González FJ, Avendaño DOG, Mathis ACG, Kirchmayr MR. Evaluation of matrix-assisted laser desorption/ionization time-of-flight mass spectrometry for differentiation of Pichia kluyveri strains isolated from traditional fermentation processes. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2018; 32:1514-1520. [PMID: 29873842 DOI: 10.1002/rcm.8192] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Revised: 05/18/2018] [Accepted: 05/28/2018] [Indexed: 06/08/2023]
Abstract
RATIONALE Non-Saccharomyces yeasts are widespread microorganisms that nowadays have gained importance for their ability to produce volatile compounds which in alcoholic beverages improve aromatic complexity and therefore the overall quality. Their rapid identification and differentiation in fermentation processes is vital for timely decision making. METHODS A total of 19 strains of Pichia kluyveri isolated from mezcal, tejuino and cacao fermentations were analyzed with rep-PCR fingerprinting using the primer (GTG)5 and matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) on a Microflex LT mass spectrometer using Biotyper 3.1 software (Bruker Daltonics). RESULTS The comparative analysis between MS spectra and rep-PCR patterns obtained from these strains showed a high similarity between both methods. However, minimal differences between the obtained rep-PCR and MALDI-TOF MS clusters could be observed, especially by the presence and/or absence of one or more discriminating peaks even when they have similarities in their main spectra projection, observing that isolates from the same fermentative process were grouped into the same sub-cluster based on their MALDI-TOF MS profiles. CONCLUSIONS The data shown suggests that MALDI-TOF MS is a promising alternative technique for rapid, reliable and cost-effective differentiation of native yeast strains isolated from different traditional fermented foods and beverages.
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Affiliation(s)
- Francisco Javier De la Torre González
- Centro de Investigación y Asistencia en Tecnología y Diseño del Estado de Jalisco A.C. (CIATEJ), Camino Arenero 1227, El Bajío del Arenal, 45019, Zapopan, Jalisco, México
| | - Daniel Oswaldo Gutiérrez Avendaño
- Centro de Investigación y Asistencia en Tecnología y Diseño del Estado de Jalisco A.C. (CIATEJ), Camino Arenero 1227, El Bajío del Arenal, 45019, Zapopan, Jalisco, México
| | - Anne Christine Gschaedler Mathis
- Centro de Investigación y Asistencia en Tecnología y Diseño del Estado de Jalisco A.C. (CIATEJ), Camino Arenero 1227, El Bajío del Arenal, 45019, Zapopan, Jalisco, México
| | - Manuel Reinhart Kirchmayr
- Centro de Investigación y Asistencia en Tecnología y Diseño del Estado de Jalisco A.C. (CIATEJ), Camino Arenero 1227, El Bajío del Arenal, 45019, Zapopan, Jalisco, México
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Rating of the industrial application potential of yeast strains by molecular characterization. Eur Food Res Technol 2018. [DOI: 10.1007/s00217-018-3088-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Microbiology of brewing - Strictly anaerobic bacteria Megasphaera, Pectinatus, Zymophilus and Selenomonas and methods for their detection. KVASNY PRUMYSL 2014. [DOI: 10.18832/kp2014028] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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