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Grant support

Research reported in this publication was supported in part by an ISMMS seed fund to E.G. and a Dean's office grant to E.G. and I.M. We gratefully acknowledge use of the services and facilities of the Tisch Cancer Institute supported by the National Cancer Institute (NCI) Cancer Center Support grant (no. P30 CA196521), in particular the Hess sequencing core and the BiNGS shared facility. M.S. was supported by an NCI training grant (no. T32CA078207). J.S.Y.H. is supported by the Charles H. Revson Foundation. We acknowledge the technical contribution of D.A. Sanchez, J. Baranda, S. Baztan-Morales, M. Castillo de la Osa, A. Comins-Boo, C. del alamo Mayo, S. Gil-Manso, B. Gonzalez, S. Hatem, J. Irure-Ventura, I. Miguens, S. Munoz Martinez, M. Pereira, C. Rodrigues-Guerreiro, M. Rodriguez-Garcia, M.P. Rojo-Portoles and D. San Segundo. We also acknowledge Beckman Coulter for donating the equipment required for the determination of spike-specific IgG antibodies. W.M. was supported by grant no. NCI K00CA212474. This work was supported by ISMMS seed fund to J.O.; Instituto de Salud Carlos III, grant no. COV20-00668 to R.C.R.; Instituto de Salud Carlos III, Spanish Ministry of Science and Innovation (COVID-19 Research Call grant no. COV20/00181) cofinanced by European Development Regional Fund 'A way to achieve Europe' to E.P.-A.; Instituto de Salud Carlos III, Spain (grant no. COV20/00170); Government of Cantabria, Spain (grant no. 2020UIC22-PUB-0019) to M.L.H.; Instituto de Salud Carlos III (grant no. PI16CIII/00012) to P.P.; Fondo Social Europeo e Iniciativa de Empleo Juvenil YEI (grant no. PEJ2018-004557-A) to M.P.E. and grant no. REDInREN 016/009/009 ISCIII. This project has received funding from the European Union's Horizon 2020 research and innovation program VACCELERATE under grant agreement no. 101037867 to J.O. S.G. is supported by grant nos. U24CA224319, U01DK124165 and P30 CA196521. We acknowledge F. Buongiorno and S. Romano for technical help and B. Corneo, T. Blenkinsop, C. Schaniel, R. Kumar and M. Cerrone for help in coordinating recruitment.

Analysis of institutional authors

Torre, DAuthorOrtiz, AAuthorPortoles, JAuthorBorobia, AmAuthorCarcas, AjAuthorFrias, JAuthorBelda-Iniesta, CAuthor

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June 27, 2022
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Rapid, scalable assessment of SARS-CoV-2 cellular immunity by whole-blood PCR

Publicated to:NATURE BIOTECHNOLOGY. 40 (11): 1680-1689 - 2022-06-13 40(11), DOI: 10.1038/s41587-022-01347-6

Authors: Schwarz, Megan; Torre, Denis; Lozano-Ojalvo, Daniel; Tan, Anthony T; Tabaglio, Tommaso; Mzoughi, Slim; Sanchez-Tarjuelo, Rodrigo; Le Bert, Nina; Lim, Joey Ming Er; Hatem, Sandra; Tuballes, Kevin; Camara, Carmen; Lopez-Granados, Eduardo; Paz-Artal, Estela; Correa-Rocha, Rafael; Ortiz, Alberto; Lopez-Hoyos, Marcos; Portoles, Jose; Cervera, Isabel; Gonzalez-Perez, Maria; Bodega-Mayor, Irene; Conde, Patricia; Oteo-Iglesias, Jesus; Borobia, Alberto M; Carcas, Antonio J; Frias, Jesus; Belda-Iniesta, Cristobal; Ho, Jessica S Y; Nunez, Kemuel; Hekmaty, Saboor; Mohammed, Kevin; Marsiglia, William M; Carreno, Juan Manuel; Dar, Arvin C; Berin, Cecilia; Nicoletti, Giuseppe; Della Noce, Isabella; Colombo, Lorenzo; Lapucci, Cristina; Santoro, Graziano; Ferrari, Maurizio; Nie, Kai; Patel, Manishkumar; Barcessat, Vanessa; Gnjatic, Sacha; Harris, Jocelyn; Sebra, Robert; Merad, Miriam; Krammer, Florian; Kim-schulze, Seunghee; Marazzi, Ivan; Bertoletti, Antonio; Ochando, Jordi; Guccione, Ernesto

Affiliations

ASTAR, Inst Mol & Cell Biol, IMCB, Singapore, Singapore - Author
Autonomous Univ Madrid, Clin Pharmacol, Univ Hosp La Paz IDIPAZ, Platform Clin Res Units & Clin Trials,Spain Fac M, Madrid, Spain - Author
Carlos III Hlth Inst, CIBER Enfermedades Infecciosas CIBERINFEC, Madrid, Spain - Author
Carlos III Hlth Inst, Madrid, Spain - Author
Carlos III Hlth Inst, Natl Ctr Microbiol, Madrid, Spain - Author
Duke NUS Med Sch, Programme Emerging Infect Dis, Singapore, Singapore - Author
Hosp Puerta Hierro, Dept Nephrol, Madrid, Spain - Author
Hosp Univ Marques Valdecilla IDIVAL, Dept Immunol, Santander, Spain - Author
Hyris Ltd, London, England - Author
Icahn Sch Med Mt Sinai, Bioinformat Next Generat Sequencing BiNGS Shared, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Black Family Stem Cell Inst, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Ctr Therapeut Discovery, Dept Oncol Sci & Pharmacol Sci, Tisch Canc Inst, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Dept Genet & Genom, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Dept Microbiol, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Dept Oncol Sci, Tisch Canc Inst, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Dept Pediat, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Human Immune Monitoring Core, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Icahn Inst Genom & Multiscale Biol, New York, NY 10029 USA - Author
Icahn Sch Med Mt Sinai, Precis Immunol Inst, New York, NY 10029 USA - Author
IIS Fdn Jimenez Diaz, Dept Nephrol, Madrid, Spain - Author
IRCCS, SDN, Naples, Italy - Author
Res Inst Sanitaria Gregorio Maranon IiSGM, Lab Immune Regulat, Madrid, Spain - Author
Sanitaria Hosp, Res Inst, Dept Immunol, Madrid, Spain - Author
Sema4, Stamford, CT USA - Author
Synlab Italia, Genet Unit, Castenedolo, Italy - Author
Univ Complutense Madrid, Dept Immunol Ophthalmol & ENT, Madrid, Spain - Author
Univ Hosp La Paz, Dept Immunol, IdiPAZ, Madrid, Spain - Author
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Abstract

The T cell response to SARS-CoV-2 is detected by a PCR assay on whole blood.Fast, high-throughput methods for measuring the level and duration of protective immune responses to SARS-CoV-2 are needed to anticipate the risk of breakthrough infections. Here we report the development of two quantitative PCR assays for SARS-CoV-2-specific T cell activation. The assays are rapid, internally normalized and probe-based: qTACT requires RNA extraction and dqTACT avoids sample preparation steps. Both assays rely on the quantification of CXCL10 messenger RNA, a chemokine whose expression is strongly correlated with activation of antigen-specific T cells. On restimulation of whole-blood cells with SARS-CoV-2 viral antigens, viral-specific T cells secrete IFN-gamma, which stimulates monocytes to produce CXCL10. CXCL10 mRNA can thus serve as a proxy to quantify cellular immunity. Our assays may allow large-scale monitoring of the magnitude and duration of functional T cell immunity to SARS-CoV-2, thus helping to prioritize revaccination strategies in vulnerable populations.

Keywords

Antibody-responsesAntigensBloodCellularsChemical activationCytologyDiseasesGeneHigh-throughput methodImmune responseImmunogenicityInfectionPcr assayPolymerase chain reactionProbe-basedQuantitative pcrRnaRna extractionSample preparationSarsT cell activationT-cellT-cellsWhole blood

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal NATURE BIOTECHNOLOGY due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2022, it was in position 2/158, thus managing to position itself as a Q1 (Primer Cuartil), in the category Biotechnology & Applied Microbiology. Notably, the journal is positioned above the 90th percentile.

From a relative perspective, and based on the normalized impact indicator calculated from World Citations provided by WoS (ESI, Clarivate), it yields a value for the citation normalization relative to the expected citation rate of: 6.5. This indicates that, compared to works in the same discipline and in the same year of publication, it ranks as a work cited above average. (source consulted: ESI Nov 14, 2024)

This information is reinforced by other indicators of the same type, which, although dynamic over time and dependent on the set of average global citations at the time of their calculation, consistently position the work at some point among the top 50% most cited in its field:

  • Weighted Average of Normalized Impact by the Scopus agency: 4.55 (source consulted: FECYT Feb 2024)
  • Field Citation Ratio (FCR) from Dimensions: 9.08 (source consulted: Dimensions Jul 2025)

Specifically, and according to different indexing agencies, this work has accumulated citations as of 2025-07-05, the following number of citations:

  • WoS: 28
  • Scopus: 30

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-07-05:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 71.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 71 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 1125.
  • The number of mentions on the social network Facebook: 3 (Altmetric).
  • The number of mentions on the social network X (formerly Twitter): 291 (Altmetric).
  • The number of mentions in news outlets: 124 (Altmetric).

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Germany; Italy; Singapore; United Kingdom; United States of America.