An innate immune activation state prior to vaccination predicts responsiveness to multiple vaccines
Fourati, S.; Tomalin, L. E.; Mule, M. P.; Chawla, D. G.; Gerritsen, B.; Rychkov, D.; Henrich, E.; Miller, H. E.; Hagan, T.; Diray-Arce, J.; Dunn, P.; The Human Immunology Project Consortium (HIPC), ; Levy, O.; Gottardo, R.; Sarwal, M.; Tsang, J.; Suarez-Farinas, M.; Pulendran, B.; Sekaly, R.-P.; Kleinstein, S. H.
Show abstract
Many factors determine whether an individual responding to vaccination will generate an immune response that can lead to protection. Several studies have shown that the pre-vaccination immune state is associated with the antibody response to vaccines. However, the generalizability and mechanisms that underlie this association remain poorly defined. Here, we sought to identify a common pre-vaccination signature and mechanisms that could predict the immune response across a wide variety of vaccines. We leveraged the "Immune Signatures Data Resource" created by the NIH Human Immunology Project Consortium (HIPC) to integrate data from 28 studies involving 13 different vaccines and associate the blood transcriptional status of 820 healthy young adults with their responses. An unsupervised analysis of blood transcriptional profiles across studies revealed three distinct pre-vaccination states, characterized by the differential expression of genes associated with a pro-inflammatory response, cell proliferation, and metabolism alterations downstream of NF{kappa}B and IRF7. Innate and adaptive immune cell subset-specific genes were also associated with the three pre-vaccination states. Importantly, individuals whose pre-vaccination state was enriched in pro-inflammatory response genes known to be downstream of NF{kappa}B tended to have higher serum antibody responses one month after vaccination. A supervised analysis of the same data resulted in a single classifier, also enriched for NF{kappa}B regulated genes, that predicted the antibody response across most of the vaccines. Projection into single-cell RNA-sequencing data suggested that this pre-vaccination state was attributable to the signature of activation of non-classical monocytes and myeloid dendritic cells. Transcriptional signatures of acute responses to bacterial and not viral infections were enriched in the high pro-inflammatory pre-vaccination state and also included NF{kappa}B regulated genes. The pro-inflammatory pre-vaccination state was highly reminiscent of the innate activation state triggered by TLR ligands or adjuvants. These results demonstrate that wide variations in the transcriptional state of the immune system in humans can be a key determinant of responsiveness to vaccination. They also define a transcriptional signature NF{kappa}B activation at baseline, that is associated with a greater magnitude of antibody response to multiple vaccines, and suggest that modulation of the innate immune system by next-generation adjuvants targeting NF{kappa}B before vaccine administration may improve vaccine responsiveness.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Heterologous vaccination with inactivated and mRNA vaccines increases B and T cell responses to SARS-CoV-2 95%
- Distinct COVID-19 vaccine combinations result in divergent immune responses 94%
- CD8 + T-cell landscape in Indigenous and non-Indigenous people restricted by influenza mortality-associated HLA-A*24:02 allomorph 94%
Similar papers in this journal
- Genetic immune response and antibody repertoire of heterologous ChAdOx1-BNT162b2 vaccination in a Korean cohort 97%
- Single-dose intranasal vaccination elicits systemic and mucosal immunity against SARS-CoV-2 95%
- Compartment-Specific Antibody Correlates of Protection to SARS-CoV-2 Omicron in Macaques 95%
Similar papers in this journal
- Robust immune response to the BNT162b mRNA vaccine in an elderly population vaccinated 15 months after recovery from COVID-19 97%
- Biological modifications of the immune response to COVID-19 vaccine in patients treated with rituximab and immune-checkpoint inhibitors 95%
- Evolution of SARS-CoV-2 T cell responses as a function of multiple COVID-19 boosters 95%
Similar papers in this journal
- Longitudinal immune profiling after radiation-attenuated sporozoite vaccination reveals coordinated immune processes correlated with malaria protection 95%
- Longitudinal cellular and humoral immune responses following Covid-19 BNT162b2-mRNA-based booster vaccination of craft and manual workers in Qatar. 94%
- Impact of SARS-CoV-2 vaccination on systemic immune responses in people living with HIV 94%
Similar papers in this journal
- Intravesical BCG in patients with non-muscle invasive bladder cancer induces trained immunity and decreases respiratory infections 94%
- A Mimicry-Based Strategy Between Human and Commensal Antigens for the Development of a New Family of Immune Therapies for Cancer 94%
- Intratumor Childhood Vaccine-Specific CD4+ T cell Recall Coordinates Antitumor CD8+ T cells and Eosinophils 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.