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A uniform data processing pipeline enables harmonized nanoparticle protein corona analysis across proteomics core facilities

Author

Listed:
  • Hassan Gharibi

    (Karolinska Institutet)

  • Ali Akbar Ashkarran

    (Michigan State University)

  • Maryam Jafari

    (Karolinska Institutet)

  • Elizabeth Voke

    (University of California, Berkeley)

  • Markita P. Landry

    (University of California, Berkeley
    Innovative Genomics Institute
    University of California, Berkeley
    Chan Zuckerberg Biohub)

  • Amir Ata Saei

    (Karolinska Institutet
    University of Basel)

  • Morteza Mahmoudi

    (Michigan State University)

Abstract

Protein corona, a layer of biomolecules primarily comprising proteins, forms dynamically on nanoparticles in biological fluids and is crucial for predicting nanomedicine safety and efficacy. The protein composition of the corona layer is typically analyzed using liquid chromatography-mass spectrometry (LC-MS/MS). Our recent study, involving identical samples analyzed by 17 proteomics facilities, highlighted significant data variability, with only 1.8% of proteins consistently identified across these centers. Here, we implement an aggregated database search unifying parameters such as variable modifications, enzyme specificity, number of allowed missed cleavages and a stringent 1% false discovery rate at the protein and peptide levels. Such uniform search dramatically harmonizes the proteomics data, increasing the reproducibility and the percentage of consistency-identified unique proteins across distinct cores. Specifically, out of the 717 quantified proteins, 253 (35.3%) are shared among the top 5 facilities (and 16.2% among top 11 facilities). Furthermore, we note that reduction and alkylation are important steps in protein corona sample processing and as expected, omitting these steps reduces the number of total quantified peptides by around 20%. These findings underscore the need for standardized procedures in protein corona analysis, which is vital for advancing clinical applications of nanoscale biotechnologies.

Suggested Citation

  • Hassan Gharibi & Ali Akbar Ashkarran & Maryam Jafari & Elizabeth Voke & Markita P. Landry & Amir Ata Saei & Morteza Mahmoudi, 2024. "A uniform data processing pipeline enables harmonized nanoparticle protein corona analysis across proteomics core facilities," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-023-44678-x
    DOI: 10.1038/s41467-023-44678-x
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    1. Ali Akbar Ashkarran & Hassan Gharibi & Elizabeth Voke & Markita P. Landry & Amir Ata Saei & Morteza Mahmoudi, 2022. "Measurements of heterogeneity in proteomics analysis of the nanoparticle protein corona across core facilities," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    2. John E. Blume & William C. Manning & Gregory Troiano & Daniel Hornburg & Michael Figa & Lyndal Hesterberg & Theodore L. Platt & Xiaoyan Zhao & Rea A. Cuaresma & Patrick A. Everley & Marwin Ko & Hope L, 2020. "Rapid, deep and precise profiling of the plasma proteome with multi-nanoparticle protein corona," Nature Communications, Nature, vol. 11(1), pages 1-14, December.
    3. Ben C. Collins & Christie L. Hunter & Yansheng Liu & Birgit Schilling & George Rosenberger & Samuel L. Bader & Daniel W. Chan & Bradford W. Gibson & Anne-Claude Gingras & Jason M. Held & Mio Hirayama-, 2017. "Multi-laboratory assessment of reproducibility, qualitative and quantitative performance of SWATH-mass spectrometry," Nature Communications, Nature, vol. 8(1), pages 1-12, December.
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