| Literature DB >> 33294807 |
Cédric B Chesnais1,2,3, Sébastien D Pion1,2,3, Charlotte Boullé2,3,4,5, Jacques Gardon6, Nathalie Gardon-Wendel7, Joël Fokom-Domgue8, Joseph Kamgno9,10, Michel Boussinesq1,2,3.
Abstract
BACKGROUND: Implementation of onchocerciasis elimination programmes has been delayed in Central Africa because of the risk of ivermectin-related serious adverse events (SAEs) in individuals with high Loa loa microfilarial densities (MFD). We developed the first statistical models enabling prediction of SAE risk in individuals with a given MFD.Entities:
Keywords: Africa; Loiasis; Serious adverse events
Year: 2020 PMID: 33294807 PMCID: PMC7700892 DOI: 10.1016/j.eclinm.2020.100582
Source DB: PubMed Journal: EClinicalMedicine ISSN: 2589-5370
Description of the study population.
| All subjects N (100%) | Subjects without SAE N (%) | Subjects with SAE N (%) | p value | ||
|---|---|---|---|---|---|
| Mean Age (SD) | 35·4 (18·2) | 35·4 (18·2) | 40·8 (16·2) | 0·024 | |
| Age (years) (no. and%) | 13–20 | 3147 (30·0) | 3145 (30·0) | 2 (5·3) | 0·001 |
| 21–30 | 1984 (18·9) | 1975 (18·9) | 9 (23·7) | ||
| 31–50 | 2951 (28·1) | 2932 (28·0) | 19 (50·0) | ||
| >50 | 2424 (23·1) | 2416 (23·1) | 8 (21·0) | ||
| Sex (no. and%) | Male | 5139 (48·9) | 5109 (48·8) | 30 (79·0) | < 0·0001 |
| Female | 5367 (51·1) | 5359 (51·2) | 8 (21·0) | ||
| Region | Centre | 5550 (52·8) | 5530 (52·8) | 20 (52·6) | 0.554 |
| East | 4956 (47·2) | 4938 (47·2) | 18 (47·4) | ||
| Presence of | No | 7534 (71·7) | 7534 (72·0) | 0 | < 0·0001 |
| Yes | 2972 (28·3) | 2934 (28·0) | 38 (100) | ||
| 0–10 000 | 9781 (93·1) | 9780 (93·4) | 1 (2·63) | < 0·0001 | |
| 10 001–30 000 | 481 (4·6) | 479 (4·6) | 2 (5·3) | ||
| 30 001–50 000 | 133 (1·3) | 126 (1·2) | 7 (18·4) | ||
| >50 000 | 111 (1·1) | 83 (0·8) | 28 (73·7) | ||
| Presence of | No | 8042 (76·6) | 8026 (76·7) | 16 (42·1) | < 0·0001 |
| Yes | 2464 (23·4) | 2442 (23·3) | 22 (57·9) | ||
| 0 | 8042 (76·5) | 8026 (76·7) | 16 (42·1) | < 0·0001 | |
| 1–50 | 829 (8·9) | 826 (7·9) | 3 (7·9) | ||
| 51–100 | 527 (5·0) | 524 (5·0) | 3 (7·9) | ||
| 101–300 | 553 (5·3) | 546 (5·2) | 7 (18·4) | ||
| ˃300 | 555 (5·3) | 546 (5·2) | 9 (23·7) |
SAE: severe adverse events; SD: standard deviation; MFD: microfilarial density.
Mean age was compared with the Mann-Whitney test; sex, region, presence of L loa mf, presence of M perstans mf, L loa MFD and M perstans MFD variables were compared with χ2 test.
Multivariable fractional polynomial models to estimate the probability of developing a severe adverse event.
| Model with | Adjusted model with sex | Adjusted model with age and sex | Full adjusted model | |||||
|---|---|---|---|---|---|---|---|---|
| Coefficients (95% CI) | p value | Coefficients (95% CI) | p value | Coefficients (95% CI) | p value | Coefficients (95% CI) | p value | |
| 2·52 (1·94–3·10) | < 0·0001 | 2·47 (1·90–3·05) | < 0·0001 | 2·46 (1·88–3·04) | < 0·0001 | 2·52 (1·91–3·12) | < 0·0001 | |
| −1·92 (−5·66–1·82) | 0·315 | −1·74 (−5·63–2·16) | 0·382 | |||||
| 13·36 (−1·23–27·95) | 0·073 | 15·33 (−0·03–30·68) | 0·050 | |||||
| 1·12 (0·26–1·98) | 0·011 | 1·03 (0·16–1·91) | 0·020 | 1·16 (0·23–2·08) | 0·015 | |||
| 0·02 (−0·09–0·13) | 0·772 | |||||||
| 0·30 (−0·51–1·10) | 0·469 | |||||||
| −9·74 (−11·55– −7·93) | −10·35 (−12·26– −8·44) | < 0·0001 | −9·91 (−22·86– −7·96) | < 0·0001 | −10·13 (−12·22– −8·04) | < 0·0001 | ||
| 216·49 | 211·67 | 211·26 | 205·45 | |||||
| 210·49 | 205·67 | 199·23 | 189·45 | |||||
| 38·0 (27·6–48·4) | 38·0 (27·8–48·3) | 38·0 (27·8–48·2) | 38·0 (28·0–48·0) | |||||
| 0·250 | 0·296 | 0·317 | 0·298 | |||||
MFD: microfilarial density; CI: confidence interval; FP: fractional polynomials; AIC: Akaike information criterion.
Fig. 1Predicted probabilities of developing a post-ivermectin severe adverse event according to the individual L loa microfilarial density, overall.
Probability of developing a post-ivermectin SAE for a given individual L loa microfilarial density (MFD).
| L. | Model A with | Model B with both | ||||||
|---|---|---|---|---|---|---|---|---|
| Probability for both sexes combined | Probability for males | Probability for females | ||||||
| Prob(SAE) | (95% CI) | Prob(SAE) | (95% CI) | Prob(SAE) | (95% CI) | Prob(SAE) | 95% CI | |
| 0·0003 | 0·0001–0·0007 | 0·0003 | 0·0001–0·0007 | 0·0005 | 0·0002–0·0012 | 0·0002 | 0·0001–0·0004 | |
| 0·0018 | 0·0001–0·0037 | 0·0016 | 0·0001–0·0033 | 0·0028 | 0·0002–0·0057 | 0·0009 | 0·0002–0·0020 | |
| 0·010 | 0·003–0·017 | 0·0087 | 0·0025–0·0149 | 0·0153 | 0·0045–0·0261 | 0·0050 | 0·0003–0·0098 | |
| 0·03 | 0·01–0·04 | 0·023 | 0·011–0·036 | 0·041 | 0·019–0·062 | 0·014 | 0·003–0·025 | |
| 0·05 | 0·03–0·08 | 0·05 | 0·03–0·07 | 0·08 | 0·05–0·34 | 0·03 | 0·69–0·05 | |
| 0·09 | 0·06–0·12 | 0·08 | 0·05–0·11 | 0·13 | 0·08–0·18 | 0·05 | 0·01–0·08 | |
| 0·37 | 0·25–0·49 | 0·32 | 0·20–0·44 | 0·45 | 0·31–0·59 | 0·21 | 0·08–0·35 | |
| 0·62 | 0·46–0·78 | 0·56 | 0·38–0·74 | 0·69 | 0·54–0·85 | 0·42 | 0·19–0·66 | |
| 0·77 | 0·62–0·92 | 0·72 | 0·55–0·90 | 0·82 | 0·69–0·95 | 0·61 | 0·35–0·85 | |
Prob(SAE): Individual probability of developing a severe adverse event (%); CI: confidence interval.
Fig. 2Predicted probabilities of developing a post-ivermectin of severe adverse event according to the individual L loa microfilarial density, according to the sex.
Misclassification estimation after bootstrap procedures applied in the multivariable fractional polynomial models to estimate the probability of developing a serious adverse event.
| Model with | Adjusted model with sex | Adjusted model with age and sex | Full adjusted model | |
|---|---|---|---|---|
| −0·13 | −0·18 | 0·05 | 0·22 | |
| −3·01 to 2·99 | −2·74 to 3·00 | −2·90 to 3·00 | −2·56 to 3·21 | |
| −8·05 to 7·87 | −8·36 to 8·41 | −8·57 to 8·30 | −7·63 to 8·32 | |
| −0·91 | −1·33 | 0·45 | 1·75 | |
| −25·32 to 19·40 | −23·58 to 19·02 | −23·71 to 19·05 | −21·28 to 21·22 | |
| −85·38 to 43·13 | −96·65 to 44·73 | −101·00 to 45·11 | −80·59 to 46·97 |
β-coefficients after 0.632 bootstrap procedures applied in the multivariable fractional polynomial models to estimate the probability of developing a serious adverse event.
| Model with | Adjusted model with sex | Adjusted model with age and sex | Full adjusted model | |
|---|---|---|---|---|
| Coefficients (median and IQR) | Coefficients (median and IQR) | Coefficients (median and IQR) | Coefficients (median and IQR) | |
| 2·57 (2·41–2·75) | 2·51 (2·36–2·70) | 2·54 (2·37–2·72) | 2·62 (2·45–2·80) | |
| −2·62 (−4·01 to −1·36) | −2·37 (−3·88 to −1·04) | |||
| 15·95 (10·76–22·28) | 17·76 (12·45–23·63) | |||
| 1·16 (0·95–1·39) | 1·08 (0·84–1·32) | 1·22 (1·00–1·47) | ||
| 0·02 (−0·004–0·05) | ||||
| −0·27 (−10·68 to 0·32) |
IQR: interquartile range; FP: fractional polynomials; 0.632 bootstrap procedures using 1000 iterations.