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Record W3094699495 · doi:10.1182/blood-2020-140135

Rapid Turnaround ADAMTS13 Testing Is Likely to Improve Diagnosis of Thrombotic Thrombocytopenic Purpura and Avoid Unnecessary Plasma Exchange

2020· article· en· W3094699495 on OpenAlexaffabout
Eric McGinnis, Spencer D. Martin, Tyler Smith

Bibliographic record

VenueBlood · 2020
Typearticle
Languageen
FieldImmunology and Microbiology
TopicComplement system in diseases
Canadian institutionsVancouver General HospitalUniversity of British Columbia
Fundersnot available
KeywordsADAMTS13MedicineThrombotic thrombocytopenic purpuraThrombotic microangiopathyInternal medicineGastroenterologyCreatininePlateletDisease

Abstract

fetched live from OpenAlex

Introduction: Thrombotic thrombocytopenic purpura (TTP) is a life-threatening thrombotic microangiopathy (TMA) resulting from severe ADAMTS13 deficiency, which is generally treated with therapeutic plasma exchange (PLEX). Although ADAMTS13 activity is often assayed to differentiate TTP from TMAs not requiring PLEX, technical and logistical constraints often limit rapid turnaround of results, with PLEX initiated based on clinical suspicion of TTP while awaiting ADAMTS13 activity results. We estimated the potential reduction in plasma product use if rapid turnaround ADAMTS13 activity testing were available in our centre. Methods: We reviewed medical records for all Vancouver General Hospital patients with ADAMTS13 activity testing since assay implementation. Patients receiving PLEX but ultimately diagnosed with a disease not requiring PLEX were identified as "potentially avoidable PLEX" (paPLEX), and their plasma product exposures and related blood product costs were estimated. Laboratory results, ADAMTS13 activity, and PLASMIC scores (a validated clinical tool for TTP diagnosis) of this group were compared to those of newly diagnosed TTP patients (N=35). Results: We identified 16 paPLEX patients, including TMAs secondary to malignant hypertension, infection, hemolytic uremic syndrome, illicit drug use, autoimmune renal disease, and malignancy (Table 1). These patients underwent 104 total PLEX cycles (3-12 per patient, median 6), involving 1,428 plasma units (28-199 per patient, median 71.5) and estimated product-associated costs of $187,759 CAD ($140,889 USD). Median platelet counts were significantly lower in TTP than the paPLEX group (7x109/L versus 38x109/L), as was serum creatinine (98µmol/L versus 224µmol/L). PLASMIC scores indicating low or intermediate likelihood of TTP were observed in 63% of patients receiving paPLEX and 17% of patients with TTP. All patients with TTP had ADAMTS13 activity < 10%, while all patients receiving paPLEX had ADAMTS13 activity ≥ 30%. Conclusions: Unnecessary PLEX carries significant patient blood product exposure risks and system costs that may be circumvented if TTP can be reliably distinguished from other TMAs at the time of initial presentation. In our cohort, ADAMTS13 activity results provided clear separation of these groups and improved upon TTP diagnosis by clinical judgement and PLASMIC scores. Rapid turnaround of ADAMTS13 activity testing results has the potential to reduce the unnecessary costs and blood product exposures resulting from PLEX administration to patients with non-TTP TMAs. Figure 1 Disclosures Smith: Alexion: Other: Participated in an advisory board without receiving financial compensation.

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 categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.051
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.047
GPT teacher head0.252
Teacher spread0.205 · 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.

Study designBench or experimental
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

Citations1
Published2020
Admission routes2
Has abstractyes

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