Comparison of Antigen and Activation Assays with a Probability Scoring Model for the Diagnosis of Heparin Induced Thrombocytopenia.
Notice bibliographique
Résumé
Background: Heparin induced thrombocytopenia (HIT) is a syndrome characterized by thrombocytopenia and an elevated risk of thrombosis. In the evaluation of patients with suspected HIT, laboratory testing is used to help differentiate between those patients who have HIT and those who do not and therefore do not require non-heparin anticoagulation. Laboratory tests include activation (serotonin release, heparin-induced platelet aggregation, ATP luminescence) and antigen (enzyme-linked immunoabsorbant assay (ELISA)) assays directed against the platelet factor 4-heparin or PF4/PVS complex. A pre-test scoring system (Warkentin 4T’s) has been derived to assess the probability of HIT which can be used in conjunction with laboratory testing in the evaluation for HIT. Objectives: To compare the activation assay used at The Ottawa Hospital (ATP luminescence) with the PF4 enhanced® ELISA and correlate results with clinical data. Methods: Patients undergoing HIT testing were identified. ELISA and activation assays were performed. Charts were reviewed in order to derive a 4T’s score and to assess response to therapeutic non-heparin anticoagulation (when administered). Correlation between ELISA, activation assay, 4T’s score and platelet response to alternative anticoagulation was determined. Sensitivity, specificity, PPV and NPV of laboratory tests or 4T’s scores were calculated depending on the measure chosen as the reference standard to diagnose HIT. Results: 111 patients undergoing HIT testing were evaluated. 41 and 43 were positive by ELISA (OD > 0.4) or activation assay respectively. 12 were positive only by ELISA (mean optical density (OD): 1.27) and 10 were positive by both activation assay and ELISA (mean OD: 2.28). Clinical information was available for 70 patients. 26 of these received therapeutic non-heparin anticoagulation as treatment for suspected HIT. Reference standard= activation assay: ELISA: Sens 95% (95% CI 73–99%), Spec 80% (66–89%), PPV 66% (46–81%), NPV 98% (86–100%). 4T’s (low vs. high score): Sens 85% (54–97%), Spec 95% (83–99%), PPV 85% (54–97%), NPV 95% (83–99%). ELISA OD > 1.5 + high 4T’s score: Sens 61% (36–82%), Spec 100% (56–100%), PPV 100% (68–100%), NPV 50% (24–76%). Reference standard= 4T’s score (high and low score only, excludes intermediate category): ELISA: Sens 85% (53–97%), Spec 77% (61–88%), PPV 52% (30–74%), NPV 94% (79–99%). Activation: Sens 85% (54–97%), Spec 95% (83–99%), PPV 85% (54–97%), NPV 95% (83–99%). Reference standard= “clear response to non-heparin anticoagulation” defined as significant platelet increase within 48 hours of start of therapy and no other explanation for platelet recovery: ELISA: Sens 100% (72–100%), Spec 54% (26–80%), PPV 68% (43–86%), NPV 100% (56–100%). Activation: Sens 85% (54–97%), Spec 69% (39–90%), PPV 73% (45–91%), NPV 82% (48–97%). 4T’s (low vs. high score): Sens 90% (54–99%), Spec 100% (60–100%), PPV 100% (63–100%), NPV 89% (51–99%). ELISA OD > 1.5 + 4T’s (low vs. high score): Sens 89% (51–99%), Spec 100% (56–100%), PPV 100% (60–100%), NPV 88% (47–99%). Conclusions: A high 4T’s score best predicts a clinical response to non-heparin therapeutic anticoagulation when HIT is suspected. ELISA OD > 1.5 does not add additional information in this respect. A negative ELISA and a low 4T’s score have comparable NPVs when an activation assay is the reference standard. Future trials should employ a clinical reference standard such as “clear response to non-heparin anticoagulation” when evaluating the operator characteristics of HIT assays.
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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 | 0,019 | 0,037 |
| Méta-épidémiologie (sens strict) | 0,002 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,002 |
| Bibliométrie | 0,004 | 0,001 |
| Études des sciences et des technologies | 0,001 | 0,001 |
| Communication savante | 0,002 | 0,001 |
| Science ouverte | 0,002 | 0,001 |
| Intégrité de la recherche | 0,001 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,002 | 0,001 |
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 ».