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Pyuza JJ, van Dorst MM, Stam K, Wammes L, König M, Kullaya VI, Kruize Y, Huisman W, Andongolile N, Ngowi A, Shao ER, Mremi A, Hogendoorn PC, Msuya SE, Jochems SP, de Steenhuijsen Piters WA, Yazdanbakhsh M. Lifestyle score is associated with cellular immune profiles in healthy Tanzanian adults. Brain Behav Immun Health 2024; 41:100863. [PMID: 39398291 PMCID: PMC11470418 DOI: 10.1016/j.bbih.2024.100863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2024] [Revised: 07/31/2024] [Accepted: 09/16/2024] [Indexed: 10/15/2024] Open
Abstract
Immune system and vaccine responses vary across geographical locations worldwide, not only between high and low-middle income countries (LMICs), but also between rural and urban populations within the same country. Lifestyle factors such as housing conditions, exposure to microorganisms and parasites and diet are associated with rural-and urban-living. However, the relationships between these lifestyle factors and immune profiles have not been mapped in detail. Here, we profiled the immune system of 100 healthy Tanzanians living across four rural/urban areas using mass cytometry. We developed a lifestyle score based on an individual's household assets, housing condition and recent dietary history and studied the association with cellular immune profiles. Seventeen out of 80 immune cell clusters were associated with living location or lifestyle score, with eight identifiable only using lifestyle score. Individuals with low lifestyle score, most of whom live in rural settings, showed higher frequencies of NK cells, plasmablasts, atypical memory B cells, T helper 2 cells, regulatory T cells and activated CD4+ T effector memory cells expressing CD38, HLA-DR and CTLA-4. In contrast, those with high lifestyle score, most of whom live in urban areas, showed a less activated state of the immune system illustrated by higher frequencies of naïve CD8+ T cells. Using an elastic net machine learning model, we identified cellular immune signatures most associated with lifestyle score. Assuming a link between these immune profiles and vaccine responses, these signatures may inform us on the cellular mechanisms underlying poor responses to vaccines, but also reduced autoimmunity and allergies in low- and middle-income countries.
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Affiliation(s)
- Jeremia J. Pyuza
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
- Department of Pathology, Kilimanjaro Christian Medical Centre, Moshi, Tanzania
- Institute of Public Health, Kilimanjaro Christian University Medical College (KCMUCo), Moshi, Tanzania
- Kilimanjaro Clinical Research Institute (KCRI), Kilimanjaro Christian Medical Centre, Moshi, Tanzania
| | - Marloes M.A.R. van Dorst
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | - Koen Stam
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | - Linda Wammes
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | - Marion König
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | - Vesla I. Kullaya
- Kilimanjaro Clinical Research Institute (KCRI), Kilimanjaro Christian Medical Centre, Moshi, Tanzania
- Department of Medical Biochemistry and Molecular Biology, Kilimanjaro Christian Medical College (KCMUCo), Moshi, Tanzania
| | - Yvonne Kruize
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | - Wesley Huisman
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | - Nikuntufya Andongolile
- Department of Community Medicine, Kilimanjaro Christian Medical Centre (KCMC), Moshi, Tanzania
| | - Anastazia Ngowi
- Department of Community Medicine, Kilimanjaro Christian Medical Centre (KCMC), Moshi, Tanzania
| | - Elichilia R. Shao
- Department of Internal Medicine, Kilimanjaro Christian Medical University College (KCMUCo), Moshi, Tanzania
- Department of Internal Medicine, Kilimanjaro Christian Medical Centre (KCMC), Moshi, Tanzania
| | - Alex Mremi
- Department of Pathology, Kilimanjaro Christian Medical Centre, Moshi, Tanzania
| | | | - Sia E. Msuya
- Institute of Public Health, Kilimanjaro Christian University Medical College (KCMUCo), Moshi, Tanzania
- Department of Community Medicine, Kilimanjaro Christian Medical Centre (KCMC), Moshi, Tanzania
| | - Simon P. Jochems
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
| | | | - Maria Yazdanbakhsh
- Leiden University Center for Infectious Diseases (LUCID), Leiden University Medical Center, ZA, Leiden, Netherlands
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Ravichandran S, Erra-Diaz F, Karakaslar OE, Marches R, Kenyon-Pesce L, Rossi R, Chaussabel D, Nehar-Belaid D, LaFon DC, Pascual V, Palucka K, Paust S, Nahm MH, Kuchel GA, Banchereau J, Ucar D. Distinct baseline immune characteristics associated with responses to conjugated and unconjugated pneumococcal polysaccharide vaccines in older adults. Nat Immunol 2024; 25:316-329. [PMID: 38182669 PMCID: PMC10834365 DOI: 10.1038/s41590-023-01717-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 11/21/2023] [Indexed: 01/07/2024]
Abstract
Pneumococcal infections cause serious illness and death among older adults. The capsular polysaccharide vaccine PPSV23 and conjugated alternative PCV13 can prevent these infections; yet, underlying immunological responses and baseline predictors remain unknown. We vaccinated 39 older adults (>60 years) with PPSV23 or PCV13 and observed comparable antibody responses (day 28) and plasmablast transcriptional responses (day 10); however, the baseline predictors were distinct. Analyses of baseline flow cytometry and bulk and single-cell RNA-sequencing data revealed a baseline phenotype specifically associated with weaker PCV13 responses, which was characterized by increased expression of cytotoxicity-associated genes, increased frequencies of CD16+ natural killer cells and interleukin-17-producing helper T cells and a decreased frequency of type 1 helper T cells. Men displayed this phenotype more robustly and mounted weaker PCV13 responses than women. Baseline expression levels of a distinct gene set predicted PPSV23 responses. This pneumococcal precision vaccinology study in older adults uncovered distinct baseline predictors that might transform vaccination strategies and initiate novel interventions.
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Affiliation(s)
| | - Fernando Erra-Diaz
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- University of Buenos Aires, School of Medicine, Buenos Aires, Argentina
| | - Onur E Karakaslar
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Leiden University Medical Center (LUMC), Leiden, the Netherlands
| | - Radu Marches
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Lisa Kenyon-Pesce
- UConn Center on Aging, University of Connecticut, Farmington, CT, USA
| | - Robert Rossi
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | | | | | - David C LaFon
- Division of Pulmonary, Allergy and Critical Care Medicine, School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Virginia Pascual
- Drukier Institute for Children's Health and Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
| | - Karolina Palucka
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Silke Paust
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Moon H Nahm
- Division of Pulmonary, Allergy and Critical Care Medicine, School of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA
| | - George A Kuchel
- UConn Center on Aging, University of Connecticut, Farmington, CT, USA
| | - Jacques Banchereau
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Immunoledge LLC, Montclair, NJ, USA
| | - Duygu Ucar
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA.
- Institute for Systems Genomics, University of Connecticut Health Center, Farmington, CT, USA.
- Department of Genetics and Genome Sciences, University of Connecticut Health Center, Farmington, CT, USA.
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