A multi-biomarker panel for predicting Tocilizumab response in Rheumatoid arthritis patients
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作者:
Cho, Ara
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Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South KoreaSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Cho, Ara
[1
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Ahn, Jinsung
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Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South KoreaSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Ahn, Jinsung
[1
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Kim, Andrew
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Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South KoreaSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Kim, Andrew
[1
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Lee, Yun Jong
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Seoul Natl Univ, Bundang Hosp, Dept Internal Med, Div Rheumatol, Songnam, South KoreaSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Lee, Yun Jong
[3
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Song, Yeong Wook
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Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Seoul Natl Univ, Med Res Ctr, Inst Human Environm Interface Biol, Seoul, South KoreaSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Song, Yeong Wook
[1
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Tanaka, Yoshiya
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Univ Occupat & Environm Hlth, Sch Med, Dept Internal Med 1, Kitakyushu, JapanSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Tanaka, Yoshiya
[5
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Yi, Eugene C.
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Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Seoul Natl Univ, Coll Med, Dept Biomed Engn, Seoul, South KoreaSeoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
Yi, Eugene C.
[1
,2
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机构:
[1] Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul, South Korea
[2] Seoul Natl Univ, Coll Med, Dept Biomed Engn, Seoul, South Korea
[3] Seoul Natl Univ, Bundang Hosp, Dept Internal Med, Div Rheumatol, Songnam, South Korea
[4] Seoul Natl Univ, Med Res Ctr, Inst Human Environm Interface Biol, Seoul, South Korea
[5] Univ Occupat & Environm Hlth, Sch Med, Dept Internal Med 1, Kitakyushu, Japan
Rheumatoid arthritis (RA) is a chronic systemic autoimmune disease characterized by inflammation in the synovial lining of the joints. Key inflammatory cytokines such as interleukin-6 (IL-6), TNF-alpha, and others play a critical role in the activation of local synovial leukocytes and the induction of chronic inflammation. Tocilizumab (TCZ), a humanized anti-IL-6 receptor monoclonal antibody, has demonstrated significant clinical efficacy in treating RA patients. However, similar to other inflammatory cytokine blockers, such as TNF-alpha inhibitors, Interleukin-1 inhibitors, or CD20 inhibitors, some patients do not respond to treatment. To address this challenge, our study employed a high-precision proteomics approach to identify protein biomarkers capable of predicting clinical responses to Tocilizumab in RA patients. Through the use of data-independent acquisition (DIA) mass spectrometry, we analyzed serum samples from both TCZ responders and non-responders to discover potential biomarker candidates. These candidates were subsequently validated using individual serum samples from two independent cohorts: a training set (N = 70) and a test set (N = 18), allowing for the development of a robust multi-biomarker panel. The constructed multi-biomarker panel demonstrated an average discriminative power of 86 % between response and non-response groups, with a high area under the curve (AUC) value of 0.84. Additionally, the panel exhibited 100 % sensitivity and 60 % specificity. Collectively, our multi-biomarker panel holds promise as a diagnostic tool to predict non-responders to TCZ treatment in RA patients.
机构:
Univ Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Curtis, Jeffrey R.
Flake, Darl D., II
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Myriad Genet Inc, Salt Lake City, UT USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Flake, Darl D., II
Weinblatt, Michael E.
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Brigham & Womens Hosp, Dept Rheumatol, 75 Francis St, Boston, MA 02115 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Weinblatt, Michael E.
Shadick, Nancy A.
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Brigham & Womens Hosp, Dept Rheumatol, 75 Francis St, Boston, MA 02115 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Shadick, Nancy A.
Ostergaard, Mikkel
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Rigshosp, Ctr Head & Orthoped, Ctr Rheumatol & Spine Dis, Copenhagen Ctr Arthrit Res, Glostrup, Denmark
Univ Copenhagen, Dept Internal Med, Copenhagen, DenmarkUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Ostergaard, Mikkel
Hetland, Merete Lund
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Rigshosp, Ctr Head & Orthoped, Ctr Rheumatol & Spine Dis, Copenhagen Ctr Arthrit Res, Glostrup, Denmark
Univ Copenhagen, Dept Internal Med, Copenhagen, DenmarkUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Hetland, Merete Lund
Brahe, Cecilie Heegaard
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Rigshosp, Ctr Head & Orthoped, Ctr Rheumatol & Spine Dis, Copenhagen Ctr Arthrit Res, Glostrup, Denmark
Univ Copenhagen, Dept Internal Med, Copenhagen, DenmarkUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Brahe, Cecilie Heegaard
Hwang, Yong Gil
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Univ Pittsburgh, Dept Med, Pittsburgh, PA USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Hwang, Yong Gil
Furst, Daniel E.
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Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Furst, Daniel E.
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Strand, Vibeke
Etzel, Carol J.
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Univ Texas Houston, Sch Publ Hlth, Anderson Canc Ctr, Houston, TX USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Etzel, Carol J.
Pappas, Dimitrios A.
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机构:
Columbia Univ, Div Rheumatol, New York, NY USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Pappas, Dimitrios A.
Wang, Xingbin
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机构:
Crescendo Biosci Inc, 341 Oyster Point Blvd, San Francisco, CA 94080 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Wang, Xingbin
Hwang, Ching Chang
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Crescendo Biosci Inc, 341 Oyster Point Blvd, San Francisco, CA 94080 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Hwang, Ching Chang
Sasso, Eric H.
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Crescendo Biosci Inc, 341 Oyster Point Blvd, San Francisco, CA 94080 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Sasso, Eric H.
Gutin, Alexander
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Myriad Genet Inc, Salt Lake City, UT USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Gutin, Alexander
Hitraya, Elena
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机构:
Crescendo Biosci Inc, 341 Oyster Point Blvd, San Francisco, CA 94080 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
Hitraya, Elena
Lanchbury, Jerry S.
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Myriad Genet Inc, Salt Lake City, UT USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, Birmingham, AL 35294 USA
机构:
Univ Alabama Birmingham, Div Clin Immunol & Rheumatol, FOT 802,510,20th St South, Birmingham, AL 35294 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, FOT 802,510,20th St South, Birmingham, AL 35294 USA
Curtis, Jeffrey R.
Greenberg, Jeffrey D.
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机构:
Corrona LLC, Southborough, MA USA
NYU, Sch Med, Dept Med, New York, NY USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, FOT 802,510,20th St South, Birmingham, AL 35294 USA
Greenberg, Jeffrey D.
Harrold, Leslie R.
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Univ Massachusetts, Sch Med, Dept Orthoped, Worcester, MA USA
Univ Massachusetts, Sch Med, Dept Med, Worcester, MA USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, FOT 802,510,20th St South, Birmingham, AL 35294 USA
Harrold, Leslie R.
Kremer, Joel M.
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Albany Med Coll, Ctr Rheumatol, Albany, NY 12208 USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, FOT 802,510,20th St South, Birmingham, AL 35294 USA
Kremer, Joel M.
Palmer, J. Lynn
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机构:
Corrona Res Fdn, Albany, NY USAUniv Alabama Birmingham, Div Clin Immunol & Rheumatol, FOT 802,510,20th St South, Birmingham, AL 35294 USA