Metabolic Gene-Targeted Monitoring of Non-Starter Lactic Acid Bacteria during Cheese Ripening
Abstract
Long ripened cheeses, such as Grana Padano (GP), a Protected Designation of Origin (PDO) Italian cheese, harbor a viable microbiota mainly composed of non-starter lactic acid bacteria (NSLAB), which contribute to the final characteristics of cheese. The NSLAB species Lactobacillus rhamnosus, Lb. casei and Lb. paracasei are frequently found in GP, and form a closely related taxonomic group (Lb. casei group), making it difficult to distinguish the three species through 16S rRNA sequencing. SpxB, a metabolic gene coding for pyruvate oxidase in Lb. casei group, was recently used to distinguish the species within this bacterial group, both in pure cultures and in cheese, where it could provide an alternative energy source through the conversion of pyruvate to acetate. The aim of this work was to study the evolution of the metabolically active microbiota during different stages of GP ripening, targeting 16S rRNA to describe the whole microbiota composition, and spxB gene to monitor the biodiversity within the Lb. casei group. Furthermore, activation of pyruvate oxidase pathway was measured directly in cheese by reverse transcription real time PCR (RT-qPCR). The results showed that Lb. casei group dominates throughout the ripening and high-throughput sequencing of spxB allowed to identify four clusters inside the Lb. casei group. The dynamics of the sequence types forming the clusters were followed during ripening. Pyruvate oxidase pathway was expressed in cheese, showing a decreasing trend over ripening time. This work highlights how the composition of the microbiota in the early manufacturing stages influences the microbial dynamics throughout ripening, and how targeting of a metabolic gene can provide an insight into the activity of strains relevant for dairy products.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Studies on long-ripened cheeses have shown that the counts of starter LAB (SLAB) can remain high for several months during cheese ripening, although different species and biotypes may succeed over time.
“Studies on long-ripened cheeses have shown that the counts of starter LAB (SLAB) can remain high for several months during cheese ripening, although different species and biotypes may succeed over time [73,88,89].”
From Microbiota of Cheese Ecosystems: A Perspective on Cheesemaking (2025) · cites this paper as [88]
This large population of bacteria represents a significant reservoir of enzymatic activity because their breakdown and the release of intracellular enzymes are crucial factors in cheese ripening.
“This large population of bacteria represents a significant reservoir of enzymatic activity because their breakdown and the release of intracellular enzymes are crucial factors in cheese ripening [18,69,73,88,90,91,92,93,94,95,96,97,98].”
From Microbiota of Cheese Ecosystems: A Perspective on Cheesemaking (2025) · cites this paper as [88]
In the 6-month-old samples, other minority species, such as L. fermentum, L. crispatus, S. thermophilus and Lc. lactis, were also present.
“In the 6-month-old samples, other minority species, such as L. fermentum, L. crispatus, S. thermophilus and Lc. lactis, were also present, as observed in other long-ripened, raw milk cheeses manufactured with similar technology (Alessandria et al., 2016; Levante et al., 2017).”
From The Interrelationship Between Microbiota and Peptides During Ripening as a Driver for Parmigiano Reggiano Cheese Quality (2020) · cites this paper as Levante et al., 2017
Cites
MEGA7: Molecular Evolutionary Genetics Analysis Version 7.0 for Bigger Datasets
Kumar, S., Stecher, G., & Tamura, K. (2016) · Molecular Biology and Evolution · doi:10.1093/molbev/msw054 · Cited by 43,923 · see citing works
QIIME allows analysis of high-throughput community sequencing data
Caporaso, J. G., Kuczynski, J., Stombaugh, J., Bittinger, K., Bushman, F. D., Costello, E. K., Fierer, N., Peña, A. G., Goodrich, J. K., Gordon, J. I., et al. (2010) · Nature Methods · doi:10.1038/nmeth.f.303 · Cited by 34,887 · see citing works
A new mathematical model for relative quantification in real-time RT-PCR
Pfaffl, M. W. (2001) · Nucleic Acids Research · doi:10.1093/nar/29.9.e45 · Cited by 34,610 · see citing works
Search and clustering orders of magnitude faster than BLAST
Edgar, R. C. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq461 · Cited by 20,617 · see citing works
McDonald, D. T., Price, M. N., Goodrich, J. K., Nawrocki, E. P., DeSantis, T. Z., Probst, A. J., Andersen, G. L., Knight, R. D., & Hugenholtz, P. (2011) · The ISME Journal · doi:10.1038/ismej.2011.139 · Cited by 5,010 · see citing works
A Selected Core Microbiome Drives the Early Stages of Three Popular Italian Cheese Manufactures
De Filippis, F., La Storia, A., Stellato, G., Gatti, M., & Ercolini, D. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089680 · Cited by 1,398 · see citing works
Self-citationRecent advances in cheese microbiology
Beresford, T. P., Fitzsimons, N. A., Brennan, N. L., & Cogan, T. M. (2001) · International Dairy Journal · doi:10.1016/s0958-6946(01)00056-5 · Cited by 823 · see citing works
Denman, S. E., & McSweeney, C. S. (2006) · FEMS Microbiology Ecology · doi:10.1111/j.1574-6941.2006.00190.x · Cited by 753 · see citing works
Traditional Cheeses: Rich and Diverse Microbiota with Associated Benefits
Montel, M.-C., Buchin, S., Mallet, A., Delbes-Paus, C., Vuitton, D. A., Desmasures, N., & Berthier, F. (2014) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2014.02.019 · Cited by 665 · see citing works
Ercolini, D. (2013) · Applied and Environmental Microbiology · doi:10.1128/aem.00256-13 · Cited by 479 · see citing works
Self-citationSmiley, S., Nickerson, P. E. B., Comanita, L., Daftarian, N., El‐Sehemy, A., Tsai, E. L. S., Matan‐Lithwick, S. A., Yan, K., Thurig, S., Touahri, Y., et al. (2016) · Scientific Reports · doi:10.1038/srep24012 · Cited by 474 · see citing works
Non-starter lactic acid bacteria used to improve cheese quality and provide health benefits
Settanni, L., & Moschetti, G. (2010) · Food Microbiology · doi:10.1016/j.fm.2010.05.023 · Cited by 456 · see citing works
Taxonomy of Lactobacilli and Bifidobacteria.
Felis, G. E., & Dellaglio, F. (2007) · PubMed · Cited by 326 · see citing works
Taxonomy of lactobacilli and bifidobacteria.
Dellaglio, F., & Felis, G. E. (2005) · Cited by 319 · see citing works
Metagenomics insights into food fermentations
Filippis, F. D., Parente, E., & Ercolini, D. (2016) · Microbial Biotechnology · doi:10.1111/1751-7915.12421 · Cited by 257 · see citing works
Self-citationGatti, M., Bottari, B., Lazzi, C., Neviani, E., & Mucchetti, G. (2014) · Journal of Dairy Science · doi:10.3168/jds.2013-7187 · Cited by 216 · see citing works
Self-citationAerobic Respiration Metabolism in Lactic Acid Bacteria and Uses in Biotechnology
Pedersen, M. B., Gaudu, P., Lechardeur, D., Petit, M.-A., & Gruss, A. (2012) · Annual Review of Food Science and Technology · doi:10.1146/annurev-food-022811-101255 · Cited by 197 · see citing works
De Filippis, F., Genovese, A., Ferranti, P., Gilbert, J. A., & Ercolini, D. (2016) · Scientific Reports · doi:10.1038/srep21871 · Cited by 196 · see citing works
Self-citationErcolini, D., De Filippis, F., La Storia, A., & Iacono, M. (2012) · Applied and Environmental Microbiology · doi:10.1128/aem.02218-12 · Cited by 175 · see citing works
Self-citationStellato, G., Filippis, F. D., Storia, A. L., & Ercolini, D. (2015) · Applied and Environmental Microbiology · doi:10.1128/aem.02294-15 · Cited by 164 · see citing works
Self-citationHeme and menaquinone induced electron transport in lactic acid bacteria
Brooijmans, R. J. W., Smit, B., dos Santos, F. B., van Riel, J., de Vos, W. M., & Hugenholtz, J. (2009) · Microbial Cell Factories · doi:10.1186/1475-2859-8-28 · Cited by 133 · see citing works
Lorquet, F., Goffin, P., Muscariello, L., Baudry, J.-B., Ladero, V., Sacco, M., Kleerebezem, M., & Pascal Hols, A. (2004) · Journal of Bacteriology · doi:10.1128/jb.186.12.3749-3759.2004 · Cited by 103 · see citing works
Alessandria, V., Ferrocino, I., Filippis, F. D., Fontana, M., Rantsiou, K., Ercolini, D., & Cocolin, L. (2016) · Applied and Environmental Microbiology · doi:10.1128/aem.00999-16 · Cited by 99 · see citing works
Self-citationDiancourt, L., Passet, V., Chervaux, C., Garault, P., Smokvina, T., & Brisse, S. (2007) · Applied and Environmental Microbiology · doi:10.1128/aem.01095-07 · Cited by 96 · see citing works
Gatti, M., De Dea Lindner, J., De Lorentiis, A., Bottari, B., Santarelli, M., Bernini, V., & Neviani, E. (2008) · Applied and Environmental Microbiology · doi:10.1128/aem.00871-08 · Cited by 94 · see citing works
Self-citationFelis, G. E., Dellaglio, F., Mizzi, L., & Torriani, S. (2001) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/00207713-51-6-2113 · Cited by 94 · see citing works
Genomic Adaptation of the Lactobacillus casei Group
Toh, H., Oshima, K., Nakano, A., Takahata, M., Murakami, M., Takaki, T., Nishiyama, H., Igimi, S., Hattori, M., & Morita, H. (2013) · PLoS ONE · doi:10.1371/journal.pone.0075073 · Cited by 93 · see citing works
Assessment of Aerobic and Respiratory Growth in the Lactobacillus casei Group
Zotta, T., Ricciardi, A., Ianniello, R. G., Parente, E., Reale, A., Rossi, F., Iacumin, L., Comi, G., & Coppola, R. (2014) · PLoS ONE · doi:10.1371/journal.pone.0099189 · Cited by 92 · see citing works
Understanding the bacterial communities of hard cheese with blowing defect
Bassi, D., Puglisi, E., & Cocconcelli, P. S. (2015) · Food Microbiology · doi:10.1016/j.fm.2015.07.004 · Cited by 87 · see citing works
Goffin, P., Muscariello, L., Lorquet, F., Stukkens, A., Prozzi, D., Sacco, M., Kleerebezem, M., & Pascal Hols, A. (2006) · Applied and Environmental Microbiology · doi:10.1128/aem.00659-06 · Cited by 78 · see citing works
Quatravaux, S., Remize, F., Bryckaert, É., Colavizza, D., & Guzzo, J. (2006) · Journal of Applied Microbiology · doi:10.1111/j.1365-2672.2006.02955.x · Cited by 77 · see citing works
Acedo‐Félix, E., & Pérez‐Martínez, G. (2003) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/ijs.0.02325-0 · Cited by 76 · see citing works
(2008) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/ijs.0.2008/005330-0 · Cited by 68 · see citing works
Neviani, E., Bottari, B., Lazzi, C., & Gatti, M. (2013) · Frontiers in Microbiology · doi:10.3389/fmicb.2013.00036 · Cited by 66 · see citing works
Self-citationThe microbiota of high-moisture mozzarella cheese produced with different acidification methods
Guidone, A., Zotta, T., Matera, A., Ricciardi, A., Filippis, F. D., Ercolini, D., & Parente, E. (2015) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2015.09.002 · Cited by 62 · see citing works
Self-citationThe spatial distribution of bacteria in Grana-cheese during ripening
Monfredini, L., Settanni, L., Poznanski, E., Cavazza, A., & Franciosi, E. (2011) · Systematic and Applied Microbiology · doi:10.1016/j.syapm.2011.07.002 · Cited by 62 · see citing works
Bove, C. G., Angelis, M. D., Gatti, M., Calasso, M. P., Neviani, E., & Gobbetti, M. (2012) · PROTEOMICS · doi:10.1002/pmic.201200157 · Cited by 61 · see citing works
Self-citationExtraction of RNA from Cheese without Prior Separation of Microbial Cells
Monnet, C., Ulvé, V. M., Sarthou, A., & Irlinger, F. (2008) · Applied and Environmental Microbiology · doi:10.1128/aem.00716-08 · Cited by 60 · see citing works
Neviani, E., Lindner, J. D. D., Bernini, V., & Gatti, M. (2009) · Food Microbiology · doi:10.1016/j.fm.2009.01.004 · Cited by 59 · see citing works
Self-citationSurvey on the community and dynamics of lactic acid bacteria in Grana Padano cheese.
Santarelli, M., Bottari, B., Lazzi, C., Neviani, E., & Gatti, M. (2013) · Systematic and Applied Microbiology · doi:10.1016/j.syapm.2013.04.007 · Cited by 56 · see citing works
Self-citationTemperature and respiration affect the growth and stress resistance of Lactobacillus plantarum C17
Zotta, T., Guidone, A., Ianniello, R. G., Parente, E., & Ricciardi, A. (2013) · Journal of Applied Microbiology · doi:10.1111/jam.12285 · Cited by 50 · see citing works
Dolci, P., Filippis, F. D., Storia, A. L., Ercolini, D., & Cocolin, L. (2014) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2014.05.021 · Cited by 46 · see citing works
Self-citationBottari, B., Agrimonti, C., Gatti, M., Neviani, E., & Marmiroli, N. (2013) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2012.10.011 · Cited by 45 · see citing works
Self-citationMicrobial community dynamics in thermophilic undefined milk starter cultures
Parente, E., Guidone, A., Matera, A., Filippis, F. D., Mauriello, G., & Ricciardi, A. (2015) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2015.10.014 · Cited by 45 · see citing works
Cardinali, F., Osimani, A., Taccari, M., Milanović, V., Garofalo, C., Clementi, F., Polverigiani, S., Zitti, S., Raffaelli, N., Mozzon, M., et al. (2017) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2017.05.018 · Cited by 39 · see citing works
Bove, C. G., Lindner, J. D. D., Lazzi, C., Gatti, M., & Neviani, E. (2010) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2010.11.017 · Cited by 38 · see citing works
Self-citationTranscriptomic clues to understand the growth of Lactobacillus rhamnosus in cheese
Lazzi, C., Turroni, S., Mancini, A., Sgarbi, E., Neviani, E., Brigidi, P., & Gatti, M. (2014) · BMC Microbiology · doi:10.1186/1471-2180-14-28 · Cited by 35 · see citing works
Daigle, D. A., Simen, B. B., & Pochart, P. (2011) · Current Protocols in Molecular Biology · doi:10.1002/0471142727.mb0705s96 · Cited by 31 · see citing works
The spxB gene as a target to identify Lactobacillus casei group species in cheese
Sardaro, M. L. S., Levante, A., Bernini, V., Gatti, M., Neviani, E., & Lazzi, C. (2016) · Food Microbiology · doi:10.1016/j.fm.2016.05.004 · Cited by 19 · see citing works
Self-citationRicciardi, A., Filippis, F. D., Zotta, T., Facchiano, A. M., Ercolini, D., & Parente, E. (2016) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2016.07.031 · Cited by 9 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Lactic acid bacteria in cow raw milk for cheese production: Which and how many?
Bettera, L., Levante, A., Bancalari, E., Bottari, B., & Gatti, M. (2023) · Frontiers in microbiology · doi:10.3389/fmicb.2022.1092224 · Cited by 47 · see citing works
“Although NSLAB have been extensively studied for their role in cheese ripening (De Dea Lindner et al., 2008; Solieri et al., 2012; Sgarbi et al., 2013, 2014; Levante et al., 2017; Bottari et al., 2020), and reviews are available on this topic (Beresford et al.”
BackgroundSelf-citationHow the fewest become the greatest. L. casei’ s impact on long ripened cheeses.
Bottari, B., Levante, A., Neviani, E., & Gatti, M. (2018) · Frontiers in Microbiology · doi:10.3389/fmicb.2018.02866 · Cited by 45 · see citing works
Bertani, G., Levante, A., Lazzi, C., Bottari, B., Gatti, M., & Neviani, E. (2020) · Food Research International · doi:10.1016/j.foodres.2019.108860 · Cited by 43 · see citing works
Self-citationBottari, B., Levante, A., Bancalari, E., Sforza, S., Bottesini, C., Prandi, B., De Filippis, F., Ercolini, D., Nocetti, M., & Gatti, M. (2020) · Frontiers in Microbiology · doi:10.3389/fmicb.2020.581658 · Cited by 41 · see citing works
Self-citationMicrobiota of Cheese Ecosystems: A Perspective on Cheesemaking
Neviani, E., Gatti, M., Gardini, F., & Levante, A. (2025) · Foods · doi:10.3390/foods14050830 · Cited by 39 · see citing works
“Studies on long-ripened cheeses have shown that the counts of starter LAB (SLAB) can remain high for several months during cheese ripening, although different species and biotypes may succeed over time [73,88,89].”
Self-citationUniversal Drivers of Cheese Microbiomes
Reuben, R. C., Langer, D., Eisenhauer, N., & Jurburg, S. D. (2023) · iScience · doi:10.1016/j.isci.2022.105744 · Cited by 21 · see citing works
Neviani, E., Levante, A., & Gatti, M. (2024) · Fermentation · doi:10.3390/fermentation10040186 · Cited by 17 · see citing works
Self-citationLevante, A., Lazzi, C., Vatsellas, G., Chatzopoulos, D., Dionellis, V. S., Makrythanasis, P., Neviani, E., & Folli, C. (2021) · Microorganisms · doi:10.3390/microorganisms9030648 · Cited by 18 · see citing works
Self-citationBettera, L., Levante, A., Bancalari, E., Bottari, B., Cirlini, M., Neviani, E., & Gatti, M. (2023) · Foods · doi:10.3390/foods12213949 · Cited by 10 · see citing works
Self-citation
- Authors
- Levante, A., De Filippis, F., La Storia, A., Gatti, M., Neviani, E., Ercolini, D., & Lazzi, C.
- Affiliations
- University of Parma (IT)
- University of Naples Federico II (IT)
- Corresponding author
- Levante, Alessia
- ORCID
- Venue
- International Journal of Food Microbiology
- Publisher
- Elsevier BV
- Published
- 2017-09
- Volume
- 257
- Pages
- 276-284
- ISSN
- 0168-1605 (ISSN-L)
- OpenAlex
- W2731573909
- Cited by
- 35
- References
- 50
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 1 · 2023: 4 · 2022: 4 · 2021: 4 · 2020: 6 · 2019: 8 · 2018: 3
- FWCI
- 5.23
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Food Microbiology (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Consorzio per la Tutela del Formaggio Grana Padano
- Topics
- Life Sciences › Agricultural and Biological Sciences › Food Science › Probiotics and Fermented Foods
- Life Sciences › Agricultural and Biological Sciences › Food Science › Fermentation and Sensory Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Keywords
- non-starter lactic acid bacteria, cheese ripening, Grana Padano, Lactobacillus casei group, pyruvate oxidase, cheese microbiota, Lactobacillus rhamnosus, Lactobacillus paracasei, species discrimination, microbial dynamics
- MeSH terms
- Lacticaseibacillus paracasei, Base Sequence, Cheese, Italy, Lacticaseibacillus casei, Pyruvate Oxidase, RNA, Ribosomal, 16S, Sequence Analysis, DNA, Biodiversity, Lacticaseibacillus rhamnosus, High-Throughput Nucleotide Sequencing, Real-Time Polymerase Chain Reaction
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review