Shaping the subway microbiome through probiotic-based sanitation during the COVID-19 emergency: a pre–post case–control study
Open accessAbstract
Background: The COVID-19 pandemic has highlighted the extent to which the public transportation environment, such as in subways, may be important for the transmission of potential pathogenic microbes among humans, with the possibility of rapidly impacting large numbers of people. For these reasons, sanitation procedures, including massive use of chemical disinfection, were mandatorily introduced during the emergency and remain in place. However, most chemical disinfectants have temporary action and a high environmental impact, potentially enhancing antimicrobial resistance (AMR) of the treated microbes. By contrast, a biological and eco-sustainable probiotic-based sanitation (PBS) procedure was recently shown to stably shape the microbiome of treated environments, providing effective and long-term control of pathogens and AMR spread in addition to activity against SARS-CoV-2, the causative agent of COVID-19. Our study aims to assess the applicability and impact of PBS compared with chemical disinfectants based on their effects on the surface microbiome of a subway environment. Results: The train microbiome was characterized by both culture-based and culture-independent molecular methods, including 16S rRNA NGS and real-time qPCR microarray, for profiling the train bacteriome and its resistome and to identify and quantify specific human pathogens. SARS-CoV-2 presence was also assessed in parallel using digital droplet PCR. The results showed a clear and significant decrease in bacterial and fungal pathogens (p < 0.001) as well as of SARS-CoV-2 presence (p < 0.01), in the PBS-treated train compared with the chemically disinfected control train. In addition, NGS profiling evidenced diverse clusters in the population of air vs. surface while demonstrating the specific action of PBS against pathogens rather than the entire train bacteriome. Conclusions: The data presented here provide the first direct assessment of the impact of different sanitation procedures on the subway microbiome, allowing a better understanding of its composition and dynamics and showing that a biological sanitation approach may be highly effective in counteracting pathogens and AMR spread in our increasingly urbanized and interconnected environment.
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PCHS usage during the COVID-19 pandemic showed significant effectiveness against SARS-CoV-2 in both sanitary and non-sanitary environments.
“its usage was tested during the COVID-19 pandemic, showing significant effectiveness against SARS-CoV-2 in both sanitary and non-sanitary environments [20, 36].”
From Profiling the resistome and virulome of Bacillus strains used for probiotic-based sanitation: a multicenter WGS analysis (2025) · cites this paper as [20]
The Results (Analysis of SARS-CoV-2 presence; page unavailable) report significantly fewer SARS-CoV-2 RNA-positive samples in the PCHS-treated subway train than in the control train. The Discussion (page unavailable) also refers to prior effectiveness in a hospital environment, but explicitly cautions that its RNA measurements do not establish the presence or removal of infectious virus. The claim therefore overstates this paper’s evidence of effectiveness against SARS-CoV-2, particularly across both settings. (LLM, conf=0.86)
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Cites
Structure, function and diversity of the healthy human microbiome
The Human Microbiome Project Consortium (2012) · Nature · doi:10.1038/nature11234 · Cited by 11,726 · see citing works
The microbiome of uncontacted Amerindians
Clemente, J. C., Pehrsson, E. C., Blaser, M. J., Sandhu, K., Gao, Z., Wang, B., Magris, M., Hidalgo, G., Contreras, M., Noya-Alarcón, Ó., et al. (2015) · Science Advances · doi:10.1126/sciadv.1500183 · Cited by 851 · see citing works
A global metagenomic map of urban microbiomes and antimicrobial resistance
Danko, D., Bezdan, D., Afshin, E. E., Ahsanuddin, S., Bhattacharya, C., Butler, D., Chng, K. R., Donnellan, D., Hecht, J., Jackson, K., et al. (2021) · Cell · doi:10.1016/j.cell.2021.05.002 · Cited by 396 · see citing works
Bacterial colonization and succession in a newly opened hospital
Lax, S. M., Sangwan, N., Smith, D. P., Larsen, P. E., Handley, K. M., Richardson, M., Guyton, K. L., Krezalek, M. A., Shogan, B. D., DeFazio, J. R., et al. (2017) · Science Translational Medicine · doi:10.1126/scitranslmed.aah6500 · Cited by 368 · see citing works
Geospatial Resolution of Human and Bacterial Diversity with City-Scale Metagenomics
Afshinnekoo, E., Meydan, C., Chowdhury, S., Jaroudi, D., Boyer, C., Bernstein, N., Maritz, J. M., Reeves, D., Gandara, J. A., Chhangawala, S., et al. (2015) · Cell Systems · doi:10.1016/j.cels.2015.01.001 · Cited by 331 · see citing works
Diversity and seasonal dynamics of bacterial community in indoor environment
Rintala, H., Pitkäranta, M., Toivola, M., Paulin, L. G., & Nevalainen, A. I. (2008) · BMC Microbiology · doi:10.1186/1471-2180-8-56 · Cited by 291 · see citing works
Biocidal Agents Used for Disinfection Can Enhance Antibiotic Resistance in Gram-Negative Species
Kampf, G. (2018) · Antibiotics · doi:10.3390/antibiotics7040110 · Cited by 230 · see citing works
Man-made microbial resistances in built environments
Mahnert, A., Moissl‐Eichinger, C., Zojer, M., Bogumil, D. D., Mizrahi, I., Rattei, T., Martínez, J. L., & Berg, G. (2019) · Nature Communications · doi:10.1038/s41467-019-08864-0 · Cited by 222 · see citing works
Hsu, T. Y., Cordy, R. J., Vallarino, J., Abu-Ali, G., Hartmann, E. M., Shafquat, A., DuLong, C. R., Baranowski, C., Gevers, D., Green, J. L., et al. (2016) · mSystems · doi:10.1128/msystems.00018-16 · Cited by 190 · see citing works
Contamination of inert surfaces by SARS-CoV-2: Persistence, stability and infectivity. A review
Marquès, M., & Domingo, J. L. (2020) · Environmental Research · doi:10.1016/j.envres.2020.110559 · Cited by 165 · see citing works
Soffritti, I., D’Accolti, M., Fabbri, C., Passaro, A., Manfredini, R., Zuliani, G., Libanore, M., Franchi, M., Contini, C., & Caselli, E. (2021) · Frontiers in Microbiology · doi:10.3389/fmicb.2021.687513 · Cited by 163 · see citing works
Self-citationKoch-Institut, R. (2016) · Microbiome · doi:10.1186/s40168-016-0168-z · Cited by 159 · see citing works
Excessive use of disinfectants against COVID-19 posing a potential threat to living beings
Ghafoor, D., Khan, Z., Khan, A., Ualiyeva, D., & Zaman, N. (2021) · Current Research in Toxicology · doi:10.1016/j.crtox.2021.02.008 · Cited by 151 · see citing works
Genome Data Provides High Support for Generic Boundaries in Burkholderia Sensu Lato
Beukes, C. W., Palmer, M., Manyaka, P., Chan, W. Y., Avontuur, J. R., van Zyl, E., Huntemann, M., Clum, A., Pillay, M., Palaniappan, K., et al. (2017) · Frontiers in Microbiology · doi:10.3389/fmicb.2017.01154 · Cited by 122 · see citing works
Caselli, E., D’Accolti, M., Vandini, A., Lanzoni, L., Camerada, M. T., Coccagna, M., Branchini, A., Antonioli, P., Balboni, P. G., Di Luca, D., et al. (2016) · PLOS ONE · doi:10.1371/journal.pone.0148857 · Cited by 110 · see citing works
Self-citationCharacterization of Airborne Bacteria at an Underground Subway Station
Dybwad, M., Granum, P. E., Bruheim, P., & Blatny, J. M. (2012) · Applied and Environmental Microbiology · doi:10.1128/aem.07212-11 · Cited by 109 · see citing works
Votintseva, A. A., Fung, R., Miller, R. R., et al. (2014) · BMC Microbiology · doi:10.1186/1471-2180-14-63 · Cited by 105 · see citing works
Factors Shaping the Human Exposome in the Built Environment: Opportunities for Engineering Control
Dai, D., Prussin, A. J., Marr, L. C., Vikesland, P. J., Edwards, M. A., & Pruden, A. J. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.7b01097 · Cited by 104 · see citing works
Caselli, E., Brusaferro, S., Coccagna, M., Arnoldo, L., Berloco, F., Antonioli, P., Tarricone, R., Pelissero, G., Nola, S., La Fauci, V., et al. (2018) · PLOS ONE · doi:10.1371/journal.pone.0199616 · Cited by 101 · see citing works
Self-citationKang, K., Ni, Y., Li, J., Imamovic, L., Sarkar, C., Kobler, M. D., Heshiki, Y., Zheng, T., Kumari, S., Wong, J. C. Y., et al. (2018) · Cell Reports · doi:10.1016/j.celrep.2018.06.109 · Cited by 89 · see citing works
D’Accolti, M., Soffritti, I., Mazzacane, S., & Caselli, E. (2019) · International Journal of Molecular Sciences · doi:10.3390/ijms20071535 · Cited by 82 · see citing works
Self-citationCaselli, E., Arnoldo, L., Rognoni, C., D'Accolti, M., Soffritti, I., Lanzoni, L., Bisi, M., Volta, A., Tarricone, R., Brusaferro, S., et al. (2019) · Infection and Drug Resistance · doi:10.2147/idr.s194670 · Cited by 77 · see citing works
Self-citationStability of SARS-CoV-2 in different environmental conditions – Authors' reply
Chin, A. W. H., & Poon, L. L. M. (2020) · The Lancet Microbe · doi:10.1016/s2666-5247(20)30095-1 · Cited by 74 · see citing works
Marotz, C. A., Belda‐Ferre, P., Ali, F., Das, P., Huang, S. W., Cantrell, K., Jiang, L., Martino, C., Diner, R. E., Rahman, G., et al. (2021) · Microbiome · doi:10.1186/s40168-021-01083-0 · Cited by 74 · see citing works
Gohli, J., Bøifot, K. O., Moen, L. V., Pastuszek, P., Skogan, G., Udekwu, K. I., & Dybwad, M. (2019) · Microbiome · doi:10.1186/s40168-019-0772-9 · Cited by 73 · see citing works
Hygiene: microbial strategies to reduce pathogens and drug resistance in clinical settings
Caselli, E. (2017) · Microbial Biotechnology · doi:10.1111/1751-7915.12755 · Cited by 71 · see citing works
Self-citationCharacteristics of Antibiotic Resistance of Airborne Staphylococcus Isolated from Metro Stations
Zhou, F., & Wang, Y. (2013) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph10062412 · Cited by 57 · see citing works
Introduction of NGS in Environmental Surveillance for Healthcare-Associated Infection Control
Comar, M., D’Accolti, M., Cason, C., Soffritti, I., Campisciano, G., Lanzoni, L., Bisi, M., Volta, A., Mazzacane, S., & Caselli, E. (2019) · Microorganisms · doi:10.3390/microorganisms7120708 · Cited by 48 · see citing works
Self-citationStation and train surface microbiomes of Mexico City’s metro (subway/underground)
Hernández, A. M., Vargas-Robles, D., Alcaraz, L. D., & Peimbert, M. (2020) · Scientific Reports · doi:10.1038/s41598-020-65643-4 · Cited by 44 · see citing works
Dynamic population flow based risk analysis of infectious disease propagation in a metropolis
Zhang, N., Huang, H., Duarte, M., & Zhang, J. J. (2016) · Environment International · doi:10.1016/j.envint.2016.03.038 · Cited by 42 · see citing works
Safety of probiotics used for hospital environmental sanitation
Caselli, E., Antonioli, P., & Mazzacane, S. (2016) · Journal of Hospital Infection · doi:10.1016/j.jhin.2016.06.021 · Cited by 41 · see citing works
Self-citationD’Accolti, M., Soffritti, I., Bini, F., Mazziga, E., Mazzacane, S., & Caselli, E. (2022) · Microorganisms · doi:10.3390/microorganisms10020225 · Cited by 39 · see citing works
Self-citationPassenger-surface microbiome interactions in the subway of Mexico City
Vargas-Robles, D., Gonzalez-Cedillo, C., Hernández, A. M., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0237272 · Cited by 38 · see citing works
Rethinking Sterile: The Hospital Microbiome
Arnold, C. N. (2014) · Environmental Health Perspectives · doi:10.1289/ehp.122-a182 · Cited by 37 · see citing works
D’Accolti, M., Soffritti, I., Lanzoni, L., Bisi, M., Volta, A., Mazzacane, S., & Caselli, E. (2019) · Microbial Biotechnology · doi:10.1111/1751-7915.13415 · Cited by 36 · see citing works
Self-citationCason, C., D’Accolti, M., Campisciano, G., Soffritti, I., Ponis, G., Mazzacane, S., Maggiore, A., Risso, F. M., Comar, M., & Caselli, E. (2021) · Pathogens · doi:10.3390/pathogens10050615 · Cited by 36 · see citing works
Self-citationSoffritti, I., D'Accolti, M., Cason, C., Lanzoni, L., Bisi, M., Volta, A., Campisciano, G., Mazzacane, S., Bini, F., Mazziga, E., et al. (2022) · Infection and Drug Resistance · doi:10.2147/idr.s356740 · Cited by 30 · see citing works
Self-citationD’Accolti, M., Soffritti, I., Bonfante, F., Ricciardi, W., Mazzacane, S., & Caselli, E. (2021) · Viruses · doi:10.3390/v13112227 · Cited by 29 · see citing works
Self-citationAn Innovative Strategy for the Effective Reduction of MDR Pathogens from the Nosocomial Environment
Caselli, E., D’Accolti, M., Soffritti, I., Lanzoni, L., Bisi, M., Volta, A., Berloco, F., & Mazzacane, S. (2019) · Advances in experimental medicine and biology · doi:10.1007/5584_2019_399 · Cited by 28 · see citing works
Self-citationD’Accolti, M., Soffritti, I., Passaro, A., Zuliani, G., Antonioli, P., Mazzacane, S., Manfredini, R., & Caselli, E. (2020) · PubMed · doi:10.26355/eurrev_202009_22872 · Cited by 25 · see citing works
Self-citationZimmerman, T., & Ibrahim, S. A. (2018) · Antibiotics · doi:10.3390/antibiotics7010024 · Cited by 15 · see citing works
Ferrari, L., Favero, C., Solazzo, G., Mariani, J., Luganini, A., Ferraroni, M., Montomoli, E., Milani, G. P., & Bollati, V. (2022) · Frontiers in Cellular and Infection Microbiology · doi:10.3389/fcimb.2022.882302 · Cited by 13 · see citing works
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Research works printed but not linked: 1
- [13]CDC. SARS-CoV-2 and surface (fomite) transmission for indoor community environments. Available at: https://www.cdc.gov/coronavirus/2019-ncov/more/science-and-research/surface-transmission.html#ref19. Accessed 20 Sept 2021. 34009771
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ESKAPEE Pathogen Biofilm Control on Surfaces with Probiotic Lactobacillaceae and Bacillus species
Neidhöfer, C., Rathore, K., Parčina, M., & Sieber, M. A. (2023) · Antibiotics · doi:10.3390/antibiotics12050871 · Cited by 15 · see citing works
Bini, F., Soffritti, I., D’Accolti, M., Mazziga, E., Caballero, J. D., David, S., Argimon, S., Aanensen, D. M., Volta, A., Bisi, M., et al. (2025) · BMC Genomics · doi:10.1186/s12864-025-11582-1 · Cited by 11 · see citing works
“…the hospital environment are often drugs, multidrug (MDR), or totally drug resistant (TDR), posing a significant threat to public health, as they can cause severe/lethal infections and spread to other sanitary and nonsanitary settings, including community environments and mass transport [17–20].”
Self-citation
- Authors
- D’Accolti, M., Soffritti, I., Bini, F., Mazziga, E., Cason, C., Comar, M., Volta, A., Bisi, M., Fumagalli, D., Mazzacane, S., & Caselli, E.
- Affiliations
- University of Ferrara (IT)
- IRCCS Materno Infantile Burlo Garofolo (IT)
- University of Trieste (IT)
- Azienda Trasporti Milanesi (Italy) (IT)
- Corresponding author
- Caselli, Elisabetta
- ORCID
- Venue
- Microbiome
- Published
- 2023-03-30
- Volume
- 11
- Issue
- 1
- Pages
- 64-64
- ISSN
- 2049-2618 (ISSN-L)
- PMC
- PMC10060134
- OpenAlex
- W4361291080
- Cited by
- 27
- References
- 42
- Citations by year
- 2026: 3 · 2025: 9 · 2024: 8 · 2023: 7
- FWCI
- 3.09
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Microbiome (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Institutional Research Information System University of Ferrara (University of Ferrara) (submittedVersion, cc-by)
- ArTS Archivio della ricerca di Trieste (University of Trieste https://www.units.it/) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Università degli Studi di Ferrara (FAR 2021)
- National Recovery and Resilience Plan (Award Number 0001052)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Indoor Air Quality and Microbial Exposure
- Health Sciences › Medicine › Infectious Diseases › Infection Control in Healthcare
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Infection Control and Ventilation
- Keywords
- chemical disinfectants, SARS-CoV-2, COVID-19 pandemic, surface microbiome, antimicrobial resistance, resistome, pathogen inactivation, public transport, fungal pathogens
- MeSH terms
- COVID-19, SARS-CoV-2, Disinfectants, Humans, Railroads, RNA, Ribosomal, 16S, Sanitation, Case-Control Studies, Probiotics, Pandemics, Microbiota
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