Measuring treatment impacts on symptoms in adults with hypoparathyroidism: findings from the PaTHway trial
Bibliographic record
Abstract
BACKGROUND: Hypoparathyroidism is a rare endocrine disease frequently associated with serious physical and cognitive symptoms. This study's purpose was to understand the impacts of the phase 3 PaTHway clinical trial treatment, TransCon PTH, on patients' overall, physical, and cognitive hypoparathyroidism signs/symptoms and what patients consider meaningful improvement. METHODS: Individual telephone exit interviews were conducted with patients who recently completed the PaTHway trial blinded period. Using a semi-structured interview guide, interviews focused on trial treatment impact on hypoparathyroidism symptoms following the symptom list in the Hypoparathyroidism Patient Experience Scale-Symptom (HPES-Symptom). Meaningful changes in hypoparathyroidism symptoms were assessed with the Patient Global Impression of Severity (PGIS) and Patient Global Impression of Change (PGIC) measures. Interviewees were probed on the meaningfulness of reported changes in symptoms from prior to starting trial treatment to the past 2 weeks/current time. Interviews were audiotaped and transcribed. Transcripts were coded for emerging concepts and themes/subthemes covered in the interview guide based on an adapted grounded theory approach. RESULTS: Nineteen adults with hypoparathyroidism participated in interviews in the United States (n = 13, 68.4%) and Canada (n = 6, 31.6%). Marked improvements in physical and cognitive symptoms were described among trial treatment group respondents. The majority of participants who reported experiencing hypoparathyroidism physical symptoms pre-trial indicated symptom improvement with treatment, including muscle twitching (100%, n = 15), low energy (92.9%, n = 13), feeling tired (92.3%, n = 12), muscle weakness (92.9%, n = 13), tingling without numbness (84.6%, n = 11), trouble sleeping (92.3%, n = 12), muscle cramping (92.3%, n = 12), tingling with numbness (92.3%, n = 12), muscle spasms (100%, n = 12), and pain (90.9%, n = 10). Most participants who reported experiencing cognitive symptoms pre-trial reported symptom improvement with treatment, including difficulty finding the right words (86.7%, n = 13), difficulty concentrating (93.3%, n = 14), trouble remembering (92.9%, n = 13), trouble thinking clearly (85.7%, n = 12), and difficulty understanding information (83.3%, n = 10). Those in the placebo group reported limited or no improvement. The vast majority of participants affirmed that the improvements they experienced in symptom frequency on the PGIS/PGIC and HPES-Symptom were meaningful. CONCLUSIONS: Findings indicate that TransCon PTH treatment improved participants' physical and cognitive hypoparathyroidism symptoms in meaningful ways, while reducing the daily burden associated with conventional therapy. TRIAL REGISTRATION: NCT04701203 Registered: 06 January 2021. https://clinicaltrials.gov/study/NCT04701203?term=NCT04701203&rank=1 .
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.030 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".