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Improved Detection of Invasive Pulmonary Aspergillosis Arising during Leukemia Treatment Using a Panel of Host Response Proteins and Fungal Antigens.

Publication ,  Journal Article
Brasier, AR; Zhao, Y; Spratt, HM; Wiktorowicz, JE; Ju, H; Wheat, LJ; Baden, L; Stafford, S; Wu, Z; Issa, N; Caliendo, AM; Denning, DW ...
Published in: PLoS One
2015

Invasive pulmonary aspergillosis (IPA) is an opportunistic fungal infection in patients undergoing chemotherapy for hematological malignancy, hematopoietic stem cell transplant, or other forms of immunosuppression. In this group, Aspergillus infections account for the majority of deaths due to mold pathogens. Although early detection is associated with improved outcomes, current diagnostic regimens lack sensitivity and specificity. Patients undergoing chemotherapy, stem cell transplantation and lung transplantation were enrolled in a multi-site prospective observational trial. Proven and probable IPA cases and matched controls were subjected to discovery proteomics analyses using a biofluid analysis platform, fractionating plasma into reproducible protein and peptide pools. From 556 spots identified by 2D gel electrophoresis, 66 differentially expressed post-translationally modified plasma proteins were identified in the leukemic subgroup only. This protein group was rich in complement components, acute-phase reactants and coagulation factors. Low molecular weight peptides corresponding to abundant plasma proteins were identified. A candidate marker panel of host response (9 plasma proteins, 4 peptides), fungal polysaccharides (galactomannan), and cell wall components (β-D glucan) were selected by statistical filtering for patients with leukemia as a primary underlying diagnosis. Quantitative measurements were developed to qualify the differential expression of the candidate host response proteins using selective reaction monitoring mass spectrometry assays, and then applied to a separate cohort of 57 patients with leukemia. In this verification cohort, a machine learning ensemble-based algorithm, generalized pathseeker (GPS) produced a greater case classification accuracy than galactomannan (GM) or host proteins alone. In conclusion, Integration of host response proteins with GM improves the diagnostic detection of probable IPA in patients undergoing treatment for hematologic malignancy. Upon further validation, early detection of probable IPA in leukemia treatment will provide opportunities for earlier interventions and interventional clinical trials.

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Published In

PLoS One

DOI

EISSN

1932-6203

Publication Date

2015

Volume

10

Issue

11

Start / End Page

e0143165

Location

United States

Related Subject Headings

  • Reproducibility of Results
  • ROC Curve
  • Peptides
  • Molecular Sequence Data
  • Models, Biological
  • Middle Aged
  • Mass Spectrometry
  • Male
  • Machine Learning
  • Leukemia
 

Citation

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Brasier, A. R., Zhao, Y., Spratt, H. M., Wiktorowicz, J. E., Ju, H., Wheat, L. J., … Wingard, J. R. (2015). Improved Detection of Invasive Pulmonary Aspergillosis Arising during Leukemia Treatment Using a Panel of Host Response Proteins and Fungal Antigens. PLoS One, 10(11), e0143165. https://doi.org/10.1371/journal.pone.0143165
Brasier, Allan R., Yingxin Zhao, Heidi M. Spratt, John E. Wiktorowicz, Hyunsu Ju, L Joseph Wheat, Lindsey Baden, et al. “Improved Detection of Invasive Pulmonary Aspergillosis Arising during Leukemia Treatment Using a Panel of Host Response Proteins and Fungal Antigens.PLoS One 10, no. 11 (2015): e0143165. https://doi.org/10.1371/journal.pone.0143165.
Brasier AR, Zhao Y, Spratt HM, Wiktorowicz JE, Ju H, Wheat LJ, et al. Improved Detection of Invasive Pulmonary Aspergillosis Arising during Leukemia Treatment Using a Panel of Host Response Proteins and Fungal Antigens. PLoS One. 2015;10(11):e0143165.
Brasier, Allan R., et al. “Improved Detection of Invasive Pulmonary Aspergillosis Arising during Leukemia Treatment Using a Panel of Host Response Proteins and Fungal Antigens.PLoS One, vol. 10, no. 11, 2015, p. e0143165. Pubmed, doi:10.1371/journal.pone.0143165.
Brasier AR, Zhao Y, Spratt HM, Wiktorowicz JE, Ju H, Wheat LJ, Baden L, Stafford S, Wu Z, Issa N, Caliendo AM, Denning DW, Soman K, Clancy CJ, Nguyen MH, Sugrue MW, Alexander BD, Wingard JR. Improved Detection of Invasive Pulmonary Aspergillosis Arising during Leukemia Treatment Using a Panel of Host Response Proteins and Fungal Antigens. PLoS One. 2015;10(11):e0143165.

Published In

PLoS One

DOI

EISSN

1932-6203

Publication Date

2015

Volume

10

Issue

11

Start / End Page

e0143165

Location

United States

Related Subject Headings

  • Reproducibility of Results
  • ROC Curve
  • Peptides
  • Molecular Sequence Data
  • Models, Biological
  • Middle Aged
  • Mass Spectrometry
  • Male
  • Machine Learning
  • Leukemia