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UID:356@isdm.umontpellier.fr
DTSTART;TZID=Europe/Paris:20250414T140000
DTEND;TZID=Europe/Paris:20250414T140000
DTSTAMP:20260828T093900Z
URL:https://isdm.umontpellier.fr/events/predicting-benefit-from-adjuvant-t
 herapy-with-corticosteroids-in-community-acquired-pneumonia-a-data-driven-
 analysis-of-randomised-trials-3/
SUMMARY:Predicting benefit from adjuvant therapy with corticosteroids in co
 mmunity-acquired pneumonia: a data-driven analysis of randomised trials
DESCRIPTION:Online\n\nMachine Learning in Montpellier\, Theory &amp\; Pract
 ice - Jim Smit (Erasmus Medical Center\, Rotterdam)\n\nBackground Despite 
 several randomised controlled trials (RCTs) on the use of adjuvant treatme
 nt with corticosteroids in patients with community-acquired pneumonia (CAP
 )\, the effect of this intervention on mortality remains controversial. We
  aimed to evaluate heterogeneity of treatment effect (HTE) of adjuvant tre
 atment with corticosteroids on 30-day mortality in patients with CAP. Meth
 ods In this individual patient data meta-analysis\, we included RCTs publi
 shed before July 1\, 2024\, comparing adjuvant treatment with corticostero
 ids versus placebo in patients hospitalised with CAP. The primary endpoint
  was 30-day all-cause mortality\, collected across all trials\, and analys
 es followed the intention-to-treat principle. We analysed HTE using risk a
 nd effect modelling. For risk modelling\, patients were classified as havi
 ng less severe or severe CAP based on the pneumonia severity index (PSI)\,
  comparing PSI class I–III versus class IV–V. For effect modelling\, w
 e trained a corticosteroid-effect model on six trials and externally valid
 ated it using data from two trials\, received after model preregistration.
  This model classified patients into two groups: no predicted benefit and 
 predicted benefit from adjuvant treatment with corticosteroids. The litera
 ture search was registered on PROSPERO\, CRD42022380746. Findings We inclu
 ded eight RCTs with 3224 patients. Across all eight trials\, 246 (7·6%) p
 atients died within 30 days (106 [6·6%] of 1618 in the corticosteroid gro
 up vs 140 [8·7%] of 1606 in the placebo group\; odds ratio [OR] 0·72 [95
 % CI 0·56–0·94]\, p=0·017). The corticosteroid-effect model\, which s
 elected C-reactive protein (CRP)\, showed significant HTE during external 
 validation in the two most recent trials. In these trials\, 154 (11·4%) o
 f 1355 patients died within 30 days (88 [13·1%] of 671 in the placebo gro
 up vs 66 [9·6%] of 684 in the corticosteroid group\; OR 0·71 [95% CI 0·
 50–0·99]\, p=0·044). Among patients predicted to have no benefit (CRP 
 ≤204 mg/L\, nr5)\, no significant effect was observed (OR 0·98 [95% CI 
 0·63–1·50])\, whereas for those with predicted benefit (CRP &gt\;204 m
 g/L\, nc0)\, 39 (13·0%) of 301 patients died in the placebo group compare
 d with 20 (6·1%) of 329 in the corticosteroid group (0·43 [0·25–0·76
 ]\, pinteraction=0·026). No significant HTE was found between less severe
  CAP (PSI class I–III\, n&quot\;9) and severe CAP (PSI class IV–V\, n2
 6). Corticosteroid therapy significantly increased hyperglycaemia risk (44
  [12·8%] of 344 in the placebo group vs 84 [24·8%] of 339 in the cortico
 steroid group\; OR 2·50 [95% CI 1·63–3·83]\, p&lt\;0·0001) and hospi
 tal re-admission risk (30 [3·7%] of 814 in the placebo group vs 57 [7·0%
 ] of 819 in the corticosteroid group\; 1·95 [1·24–3·07]\, p=0·0038).
  Interpretation Overall\, adjuvant therapy with corticosteroids significan
 tly reduces 30-day mortality in patients hospitalised with CAP. The treatm
 ent effect varied significantly among subgroups based on CRP concentration
 s\, with a substantial mortality reduction observed only in patients with 
 high baseline CRP. Full text: https://isdm.umontpellier.fr/authors.elsevie
 r.com/a/1kWkq7tFB1XhtL&quot\;\n\nMachine Learning in Montpellier\, Theory 
 &amp\; Practice
ATTACH;FMTTYPE=image/jpeg:https://isdm.umontpellier.fr/wp-content/uploads/
 2026/06/ml-mtp-gC78d5.png
CATEGORIES:ML MTP
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DTSTART:20250330T030000
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