MétaCan
Menu
Back to cohort
Record W4375950272 · doi:10.1111/liv.15592

Optimizing therapy in primary biliary cholangitis: Alkaline phosphatase at six months identifies one‐year non‐responders and predicts survival

2023· article· en· W4375950272 on OpenAlexafffund
Stephanie Ioannou, Iman Hassanally, Palak Trivedi, Christophe Corpechot, Willem J. Lammers, Pier Maria Battezzati, Keith D. Lindor, Frederik Nevens, Kris V. Kowdley, Tony Bruns, Nora Cazzagon, Annarosa Floreani, Andrew L. Mason, Aliya Gulamhusein, Cyriel Y. Ponsioen, Marco Carbone, Ana Lleò, Marlyn J. Mayo, George Ν. Dalekos, Nikolaos Gatselis, Douglas Thorburn, Xavier Verhelst, Albert Parés, María‐Carlota Londoño, Harry L.A. Janssen, Pietro Invernizzi, Raj Vuppalanchi, Gideon M. Hirschfield, Bettina E. Hansen, Cynthia Levy

Bibliographic record

VenueLiver International · 2023
Typearticle
Languageen
FieldMedicine
TopicLiver Diseases and Immunity
Canadian institutionsUniversity of TorontoUniversity of Alberta HospitalUniversity of AlbertaToronto General HospitalUniversity Health Network
FundersNorgineModernaDr. Falk PharmaGlaxoSmithKlineBristol-Myers SquibbIpsenCanadian Liver FoundationCymaBay TherapeuticsRegeneron PharmaceuticalsCanadian Institutes of Health ResearchIntercept PharmaceuticalsGilead SciencesFalk Foundation
KeywordsUrsodeoxycholic acidMedicineAlkaline phosphataseInternal medicineBilirubinGastroenterology

Abstract

fetched live from OpenAlex

BACKGROUND AND AIMS: Patients with primary biliary cholangitis (PBC) and insufficient response to ursodeoxycholic acid (UDCA), currently assessed after 1 year, are candidates for second-line therapy. The aims of this study are to assess biochemical response pattern and determine the utility of alkaline phosphatase (ALP) at six months as a predictor of insufficient response. METHODS: UDCA-treated patients in the GLOBAL PBC database with available liver biochemistries at one year were included. POISE criteria were used to assess response to treatment, defined as ALP <1.67 × upper limit of normal (ULN) and normal total bilirubin at one year. Various thresholds of ALP at six months were evaluated to predict insufficient response based on negative predictive value (NPV) and that with nearest to 90% NPV was selected. RESULTS: For the study, 1362 patients were included, 1232 (90.5%) female, mean age of 54 years. The POISE criteria were met by 56.4% (n = 768) of patients at one year. The median ALP (IQR) of those who met POISE criteria compared to those who did not was 1.05 × ULN (0.82-1.33) vs. 2.37 × ULN (1.72-3.69) at six months (p < .001). Of 235 patients with serum ALP >1.9 × ULN at six months, 89% did not achieve POISE criteria (NPV) after one year of UDCA. Of those with insufficient response by POISE criteria at one year, 210 (67%) had an ALP >1.9 × ULN at six months and thus would have been identified early. CONCLUSIONS: We can identify patients for second-line therapy at six months using an ALP threshold of 1.9 × ULN, given that approximately 90% of these patients are non-responders according to POISE criteria.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.042
Threshold uncertainty score0.708

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.027
GPT teacher head0.271
Teacher spread0.244 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations33
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueLiver InternationalSame topicLiver Diseases and ImmunityFrench-language works237,207