A-346 Exploring Clinical Decision Making Cutoffs for the Siemens Serum HCG Assays in Pregnancy
Notice bibliographique
Résumé
Abstract Background Human Chorionic Gonadotropin (HCG) is primarily produced by the trophoblast cells early after embryo implantation, making it ideal for assessing early pregnancy status. However, low levels of HCG can be secreted from the pituitary gland in non-pregnant individuals which can make interpretation challenging. In two quaternary centres in British Columbia, Canada, the total serum HCG assay on the Siemen’s Atellica platform is used. A cutoff of =2.0 IU/L, corresponding to the limit of detection (LOD), was used when the test was implemented. However, borderline elevated HCG results were noted by clinical teams, particularly in the pediatric population, raising concerns about false positives. This study explored the feasibility of using higher HCG cutoffs in assessing pregnancy status in female patients of child-bearing age, between the ages of 10 and 50. Methods A retrospective study combining laboratory data analysis and chart review was performed. From September 13, 2023 to November 13, 2024, total HCG results on the Atellica platform at two centers (one pediatric) were pulled via laboratory information systems. Results of intact HCG assays from four hospitals using the Siemens Dimensions EXL platform were also pulled. For both assays, data was filtered to select test results between 3IU/L and 6IU/L (borderline). Patients with these results were investigated by assessing whether a repeat test was done within a 6-week period. Chart review was then carried if on repeat testing there was an increase in HCG beyond 6 IU/L which could be consistent with pregnancy. Additionally, given increased concern for the pediatric population, chart review was conducted for borderline results from our pediatric centre. Results A total of 22335 HCG tests were identified, 2% of which were in the borderline range. Of these, 111 had a follow-up test within 6 weeks. Only 7 individuals had a value more than 6IU/L on repeat. On chart review, 3 pregnancies were identified but all likely had implantation occur between the two tests, meaning that the initial borderline value was still reflective of non-pregnant status. Of note, the proportion of borderline HCG values was highest at the extremes of age, with 4.9% of values in the 10-to-15-year range and 8.4% in the 45-to-50-year range. In the subset analysis from our pediatric center, a total of 614 HCG tests were identified and 27 cases with borderline results were reviewed, none of which represented pregnancy. Repeat testing rate was 41%, with some cases reflecting anxiety among both the children, families, and ordering physicians in light of a possible positive result. Conclusion Using the LOD as the cutoff for determination pregnancy status in the Atellica and Dimensions platforms produces false positive results owing to borderline values. This phenomenon was more pronounced around puberty, with chart review revealing adverse emotional impacts and unnecessary healthcare utilization. Meanwhile, our analysis revealed that treating these borderline values as negative results would not have resulted in any pregnancies being missed. These findings support adoption of a higher threshold detection of HCG though further studies are needed to define this threshold.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,009 | 0,024 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,004 | 0,002 |
| Études des sciences et des technologies | 0,000 | 0,001 |
| Communication savante | 0,002 | 0,001 |
| Science ouverte | 0,001 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,001 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».