Unwanted immune responses against protein therapeutics can reduce efficacy or lead to adverse reactions. T-cell responses are key in the development of such responses, and are directed against immunodominant regions within the protein sequence, often associated with binding to several allelic variants of HLA class II molecules (promiscuous binders). Herein, we report a novel computational strategy to predict de-immunized' peptides, based on previous studies of erythropoietin protein immunogenicity. This algorithm (or method) first predicts promiscuous binding regions within the target protein sequence and then identifies residue substitutions predicted to reduce HLA binding. Further, this method anticipates the effect of any given substitution on flanking peptides, thereby circumventing the creation of nascent HLA-binding regions. As a proof-of-principle, the algorithm was applied to Vatreptacog , an engineered Factor VII molecule associated with unintended immunogenicity. The algorithm correctly predicted the two immunogenic peptides containing the engineered residues. As a further validation, we selected and evaluated the immunogenicity of seven substitutions predicted to simultaneously reduce HLA binding for both peptides, five control substitutions with no predicted reduction in HLA-binding capacity, and additional flanking region controls. In vitro immunogenicity was detected in 214% of the cultures of peptides predicted to have reduced HLA binding and 114% of the flanking regions, compared with 46% for the cultures of the peptides predicted to be immunogenic. This method has been implemented as an interactive application, freely available online at .
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Arlehamn, Cecilia S. Lindestam
Sidney, John
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La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Sidney, John
Henderson, Ryan
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La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Henderson, Ryan
Greenbaum, Jason A.
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La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Greenbaum, Jason A.
James, Eddie A.
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h-index: 0
机构:
Benaroya Res Inst Virginia Mason, Seattle, WA 98101 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
James, Eddie A.
Moutaftsi, Magdalini
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机构:
Infect Dis Res Inst, Seattle, WA 98104 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Moutaftsi, Magdalini
Coler, Rhea
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h-index: 0
机构:
Infect Dis Res Inst, Seattle, WA 98104 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Coler, Rhea
McKinney, Denise M.
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La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
McKinney, Denise M.
Park, Daniel
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机构:
Univ Calif San Diego, Antiviral Res Ctr, San Diego, CA 92103 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Park, Daniel
Taplitz, Randy
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Univ Calif San Diego, Antiviral Res Ctr, San Diego, CA 92103 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Taplitz, Randy
Kwok, William W.
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Benaroya Res Inst Virginia Mason, Seattle, WA 98101 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Kwok, William W.
Grey, Howard
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La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Grey, Howard
Peters, Bjoern
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La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Peters, Bjoern
Sette, Alessandro
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机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
机构:
Pasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
Asgari, Saeme
Ebrahim-Habibi, Azadeh
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机构:
Univ Tehran Med Sci, Biosensor Res Ctr, Endocrinol & Metab Mol Cellular Sci Inst, Tehran, Iran
Univ Tehran Med Sci, Endocrinol & Metab Res Ctr, Endocrinol & Metab Clin Sci Inst, Tehran, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
Ebrahim-Habibi, Azadeh
Mahdavi, Mehdi
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机构:
Pasteur Inst Iran, Dept Immunol, Tehran, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
Mahdavi, Mehdi
Choopani, Mohammad
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h-index: 0
机构:
Pasteur Inst Iran, Dept Immunol, Tehran, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Arlehamn, Cecilia S. Lindestam
Sidney, John
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h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Sidney, John
Henderson, Ryan
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h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Henderson, Ryan
Greenbaum, Jason A.
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h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Greenbaum, Jason A.
James, Eddie A.
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h-index: 0
机构:
Benaroya Res Inst Virginia Mason, Seattle, WA 98101 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
James, Eddie A.
Moutaftsi, Magdalini
论文数: 0引用数: 0
h-index: 0
机构:
Infect Dis Res Inst, Seattle, WA 98104 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Moutaftsi, Magdalini
Coler, Rhea
论文数: 0引用数: 0
h-index: 0
机构:
Infect Dis Res Inst, Seattle, WA 98104 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Coler, Rhea
McKinney, Denise M.
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h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
McKinney, Denise M.
Park, Daniel
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h-index: 0
机构:
Univ Calif San Diego, Antiviral Res Ctr, San Diego, CA 92103 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Park, Daniel
Taplitz, Randy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Antiviral Res Ctr, San Diego, CA 92103 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Taplitz, Randy
Kwok, William W.
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h-index: 0
机构:
Benaroya Res Inst Virginia Mason, Seattle, WA 98101 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Kwok, William W.
Grey, Howard
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h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Grey, Howard
Peters, Bjoern
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h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
Peters, Bjoern
Sette, Alessandro
论文数: 0引用数: 0
h-index: 0
机构:
La Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USALa Jolla Inst Allergy & Immunol, Div Vaccine Discovery, La Jolla, CA 92037 USA
机构:
Pasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
Asgari, Saeme
Ebrahim-Habibi, Azadeh
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tehran Med Sci, Biosensor Res Ctr, Endocrinol & Metab Mol Cellular Sci Inst, Tehran, Iran
Univ Tehran Med Sci, Endocrinol & Metab Res Ctr, Endocrinol & Metab Clin Sci Inst, Tehran, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
Ebrahim-Habibi, Azadeh
Mahdavi, Mehdi
论文数: 0引用数: 0
h-index: 0
机构:
Pasteur Inst Iran, Dept Immunol, Tehran, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran
Mahdavi, Mehdi
Choopani, Mohammad
论文数: 0引用数: 0
h-index: 0
机构:
Pasteur Inst Iran, Dept Immunol, Tehran, IranPasteur Inst Iran, Biotechnol Res Ctr, Med Biotechnol Dept, South Kargar Ave,Pasteur Sq, Tehran 1316943551, Iran