Navigating the Complexity of Chronic Graft-vs-Host Disease: Canadian Insights into Real-World Treatment Sequencing
Bibliographic record
Abstract
BACKGROUND: Graft-vs-Host Disease (GVHD) is a donor immune-mediated syndrome occurring in patients who undergo an allogeneic hematopoietic cell transplant (HCT). Chronic GVHD (cGVHD) presents with complications of variable severity. Corticosteroids are standard first-line (1L) treatment, but the sequence after 1L is unclear with the availability of new treatments. This research aimed to understand real-world treatment sequencing for cGVHD. METHODS: This retrospective study investigated adult patients across 7 treatment sites in Canada who had received an allogeneic HCT >18 months prior to the study, experienced cGVHD, and received systemic treatment, including extracorporeal photopheresis (ECP). RESULTS: A total of 77 cases were reviewed retrospectively (median age = 51 (IQR 41-62), 51% female). 59 patients remained on active systemic treatment, and among this group, the most common treatments in use were corticosteroids (47%) and ruxolitinib (47%). One patient died, and 17 patients were on non-systemic treatment after complications resolved. The median lines of treatment (LOT) received was 2 (IQR 1-3), with 39% of patients having received >2 LOT. Among patients with lung complications (n = 24), 41% had received 3 or more LOT. Among patients with scleroderma (n = 22), 77% had received 3 or more LOT, 23% of which had received 6 or more unique treatments. CONCLUSIONS: The first treatment given to cGVHD patients was corticosteroids. Ruxolitinib was the most used second-line treatment. About 40% of cGVHD patients received >2 treatments, and scleroderma was associated with more LOT. There is a need for more effective cGVHD treatment options when early treatments fail to resolve complications.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".