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Record W4389234561 · doi:10.1182/blood-2023-184941

Clocking the Processes and Challenges of Urgent Red Blood Cell Exchange for Acute Complications of Sickle Cell Disease

2023· article· en· W4389234561 on OpenAlexaff
Kristine Matusiak, Christine Cserti‐Gazdewich, Nadine Shehata, Kevin H.M. Kuo, Justin Kim, David Barth, Christopher J. Patriquin

Bibliographic record

VenueBlood · 2023
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsUniversity Health NetworkPublic Health OntarioUniversity of Toronto
Fundersnot available
KeywordsMedicineApheresisAcute chest syndromeDiseaseIntensive care medicineAnemiaInternal medicineSickle cell anemia

Abstract

fetched live from OpenAlex

Background: Red blood cell exchange transfusion (RBCX) is the therapy of choice for some acute complications of sickle cell disease (SCD), including stroke, severe acute chest syndrome and multi-organ failure. Rapid initiation of RBCX is critical to reduce morbidity and mortality in those with acute complications of SCD. A typical RBCX procedure requires anywhere from 6-10 units of packed red blood cells (RBC) and measures are taken to provide higher-fidelity RBC matches (key RHCE and KEL antigens at a minimum, ±suitable KIDD, FY, Ss profiles for the sensitized). Our recent review of urgent apheresis transfers to our tertiary-care centre, including 26 for RBCX, demonstrated that the median time per transfer was approximately 4 hours. Not yet characterized is the additional time required to start RBCX once a patient arrives. The time required to investigate antibody repertoires, and to procure sufficient quantities of blood that can bypass these specificities, is of interest in a specialty center with substantial but not unlimited investigative expertise and inventory. Methods: This was a retrospective database and chart review of all patients referred to our apheresis service for urgent RBCX for severe complications of SCD between Jan 1, 2013 to Dec 31, 2020. Time stamps for admission, blood bank, and apheresis processes were extracted from the electronic medical record and blood bank database. Categorical variables were analyzed using nonparametric tests. Results: Thirty-eight patients were included (65.8% males, 35.2% females) (Table 1). HbSS was the most common SCD genotype represented (81.6%). Most patients (71.1%) were transferred from another hospital, with the remaining patients arriving through the emergency department (26.3%) and one (2.6%) as a direct admission from clinic. ACS +/- additional complications constituted the most common indication for RBCX (78.9%). Two patients died due to complications of multi-organ failure, the remaining patients were discharged from hospital. Six patients (15.8%) had a positive antibody screen. The majority had RBC phenotype (42.1%) or genotype +/- phenotype (36.8%) on file to facilitate extended matching, and sufficient appropriate units were available in the blood bank in 82% of cases. Four (10.5%) patients required top-up transfusions prior to RBCX due to significant anemia. The median number of units issued per procedure was 9 (IQR 2). The median times from index group and screen (G&S) collection to sample accession, and from accession to result were 23 minutes (IQR 26) and 46 minutes (IQR 31), respectively (Figure 1). The median time from G&S result to RBC units issued was 348.5 minutes (IQR 479). The median total time from patient admission (or determination of RBCX indication) to RBC units issued was 569 minutes (IQR 464). A positive antibody screen, patient origin (ED vs. transfer), and the availability of sufficient RBC units in house were associated with turnaround time from accession of the index G&S sample to the issuing of RBCs (p<0.01 for all). Patients having antibodies to high prevalence antigens (e.g. anti-U) or to multiple targets (demanding unique donor profiles) had some of the longest times to initiate treatment. These constraints necessitated orders and coordinated deliveries of units from across the geographic network of the national blood provider.Discussion: These data from the largest apheresis unit in the country characterize the time invested in blood preparation for an urgent RBCX for acute SCD complications. A positive antibody screen is predictive of increased time to procedure start, reflecting delays inherent to serologic investigations, product sourcing, and serologic crossmatch times. While the precise moment of a blood request was available for a minority of patients, the G&S time stamp was used as a surrogate, thus potentially overestimating turnaround times in the blood bank. Nevertheless, the serologic demands inherent to a case present a tension between speed (treating the disease) and safety (averting immune rejection reactions).

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.004
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.028
GPT teacher head0.264
Teacher spread0.236 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2023
Admission routes1
Has abstractyes

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