Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials.
Accounting for inflammation is necessary to assess iron deficiency using ferritin. A limitation of existing inflammation-adjustment methods is reliance on cross-sectional data to evaluate method performance. The study objective was to evaluate three inflammation-adjustment methods using longitudinal...
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Public Library of Science (PLoS)
2024-01-01
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| Series: | PLOS Global Public Health |
| Online Access: | https://doi.org/10.1371/journal.pgph.0003964 |
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| author | Yi-An Ko Parminder S Suchdev Jiaxi Geng Hanqi Luo Melissa F Young Anne M Williams |
| author_facet | Yi-An Ko Parminder S Suchdev Jiaxi Geng Hanqi Luo Melissa F Young Anne M Williams |
| author_sort | Yi-An Ko |
| collection | DOAJ |
| description | Accounting for inflammation is necessary to assess iron deficiency using ferritin. A limitation of existing inflammation-adjustment methods is reliance on cross-sectional data to evaluate method performance. The study objective was to evaluate three inflammation-adjustment methods using longitudinal data from two controlled trials where apparently healthy adults (n = 52) were exposed to norovirus. Correction factors (CF), the Biomarkers Reflecting Inflammation and Nutritional Determinants of Anemia (BRINDA) regression correction (BRC), and restricted cubic splines (RCS) were used to adjust the influence of inflammation on ferritin using alpha-1-acid glycoprotein (AGP) and/or C-reactive protein (CRP). Blood was collected at baseline (day 0, pre-exposure to norovirus) and at 9 time points post-exposure (days 1, 2, 3, 4, 7, 14, 21, 28, and 35). Inflammation-adjusted ferritin concentrations were compared with 1) baseline, 2) endline, 3) the average of baseline and endline, and 4) predicted ferritin concentrations among subjects with infection, expressed as percent difference. The predicted ferritin concentrations were modeled using data from 26 subjects without infection in a linear mixed model. Adjusting for CRP or AGP, the median differences between adjusted ferritin using CF, BRC, and RCS were respectively [0.2%, 2.5%], [-22.2%, -20.8%], [-16.7%, -7.1%] compared with the average of baseline and endline values and were 0%, [-16.8%, -18.5%], [-8.9%, -2.8%] compared with predicted ferritin concentrations. For BRC, adjusting for both CRP and AGP tended to result in more over-adjustment of ferritin compared to using a single inflammatory protein. The BRC appeared to overcorrect ferritin in this study setting, while the CF yielded adjusted ferritin concentrations closer to the average baseline and endline concentrations and the predicted concentrations. Longitudinal studies with larger sample sizes exposed to other infectious agents are needed to further evaluate inflammation-adjustment methods and the need for including multiple inflammation biomarkers. |
| format | Article |
| id | doaj-art-ea02328b4ee64425bb2d06455de5b600 |
| institution | Kabale University |
| issn | 2767-3375 |
| language | English |
| publishDate | 2024-01-01 |
| publisher | Public Library of Science (PLoS) |
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| series | PLOS Global Public Health |
| spelling | doaj-art-ea02328b4ee64425bb2d06455de5b6002025-01-08T05:51:35ZengPublic Library of Science (PLoS)PLOS Global Public Health2767-33752024-01-01412e000396410.1371/journal.pgph.0003964Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials.Yi-An KoParminder S SuchdevJiaxi GengHanqi LuoMelissa F YoungAnne M WilliamsAccounting for inflammation is necessary to assess iron deficiency using ferritin. A limitation of existing inflammation-adjustment methods is reliance on cross-sectional data to evaluate method performance. The study objective was to evaluate three inflammation-adjustment methods using longitudinal data from two controlled trials where apparently healthy adults (n = 52) were exposed to norovirus. Correction factors (CF), the Biomarkers Reflecting Inflammation and Nutritional Determinants of Anemia (BRINDA) regression correction (BRC), and restricted cubic splines (RCS) were used to adjust the influence of inflammation on ferritin using alpha-1-acid glycoprotein (AGP) and/or C-reactive protein (CRP). Blood was collected at baseline (day 0, pre-exposure to norovirus) and at 9 time points post-exposure (days 1, 2, 3, 4, 7, 14, 21, 28, and 35). Inflammation-adjusted ferritin concentrations were compared with 1) baseline, 2) endline, 3) the average of baseline and endline, and 4) predicted ferritin concentrations among subjects with infection, expressed as percent difference. The predicted ferritin concentrations were modeled using data from 26 subjects without infection in a linear mixed model. Adjusting for CRP or AGP, the median differences between adjusted ferritin using CF, BRC, and RCS were respectively [0.2%, 2.5%], [-22.2%, -20.8%], [-16.7%, -7.1%] compared with the average of baseline and endline values and were 0%, [-16.8%, -18.5%], [-8.9%, -2.8%] compared with predicted ferritin concentrations. For BRC, adjusting for both CRP and AGP tended to result in more over-adjustment of ferritin compared to using a single inflammatory protein. The BRC appeared to overcorrect ferritin in this study setting, while the CF yielded adjusted ferritin concentrations closer to the average baseline and endline concentrations and the predicted concentrations. Longitudinal studies with larger sample sizes exposed to other infectious agents are needed to further evaluate inflammation-adjustment methods and the need for including multiple inflammation biomarkers.https://doi.org/10.1371/journal.pgph.0003964 |
| spellingShingle | Yi-An Ko Parminder S Suchdev Jiaxi Geng Hanqi Luo Melissa F Young Anne M Williams Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. PLOS Global Public Health |
| title | Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. |
| title_full | Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. |
| title_fullStr | Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. |
| title_full_unstemmed | Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. |
| title_short | Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. |
| title_sort | evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials |
| url | https://doi.org/10.1371/journal.pgph.0003964 |
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