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Record W3094943418 · doi:10.1182/blood-2020-142318

Building Capacity and Assessing Stroke Risk with Transcranial Doppler Ultrasonography in Sub-Saharan Africa: The Reach Experience

2020· article· en· W3094943418 on OpenAlexaff
Brígida Santos, Maria Nakafeero, Adam Lane, Léon Tshilolo, Thomas N. Williams, Peter Olupot‐Olupot, Janet M. Adams, Banu Aygün, Susan E. Stuber, George Tomlinson, Teresa Latham, Patrick T. McGann, Russell E. Ware

Bibliographic record

VenueBlood · 2020
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineCertificationStroke (engine)TanzaniaTranscranial DopplerPediatricsPhysical therapyInternal medicine

Abstract

fetched live from OpenAlex

Introduction: Transcranial Doppler (TCD) screening data from Uganda, Tanzania, and Nigeria have documented elevated velocities in >20% of children with sickle cell anemia (SCA) not receiving hydroxyurea treatment. Realizing Effectiveness Across Continents with Hydroxyurea (REACH, NCT01966731) has demonstrated the safety, feasibility, and benefits of hydroxyurea for children with SCA living in sub-Saharan Africa, especially when escalated to maximum tolerated dose (MTD). Whether hydroxyurea also confers protection against stroke risk in this setting remains unproven, though hydroxyurea-associated increases in hemoglobin and fetal hemoglobin, plus decreases in TCD arterial flow velocities, should lower the risk of both primary and secondary stroke. The availability of TCD equipment and appropriately trained and certified TCD examiners to perform this non-invasive and inexpensive procedure is an important limitation in low-resource settings. Methods: REACH teams in Angola, Democratic Republic of Congo, Kenya, and Uganda identified two local persons at each site to receive formal TCD training and certification from two experienced and certified super-users, one from Uganda and one from the US. Initial training included hands-on teaching at each site by the Ugandan trainer, followed by didactic teaching and hands-on examinations at a central African location with both trainers and all four REACH teams. Follow-up training included monthly web-based teaching sessions of TCD technique and discussion of centrally reviewed exams. Each local examiner had at least 30 completed examinations reviewed, critiqued, and discussed together with the trainers before becoming formally certified as a REACH TCD examiner. After certification, all REACH participants taking hydroxyurea at a stable dose were eligible for TCD using a standardized protocol with identical Sonara/tek advanced non-imaging TCD ultrasound units with 2MHz probes and version 7 software (Natus, Middleton, WI). Time-averaged maximum velocities (TAMV) were measured in the middle cerebral artery, distal internal carotid artery, and the bifurcation. The highest TAMV was recorded and categorized as normal (<170 cm/sec), conditional (170-199 cm/sec), or abnormal (≥200 cm/sec) and correlated with laboratory and clinical parameters. Results: Between November 2018 and March 2020, a total of 481 children in REACH received TCD screening; the average age was 9.3 ± 2.6 years, on hydroxyurea for 43 ± 8 months at an average dose of 23.5 ± 5.0 mg/kg/day with good response (Hb = 8.4 ± 1.3 g/dL, HbF = 23.9 ± 5.0%). There were 16 (3.3%) inadequate exams, defined as no vessel flow in either hemisphere; 5 inadequate exams were in children with prior stroke at hydroxyurea initiation and 1 with stroke on treatment. Of 465 adequate exams, the overall median TAMV was 128 cm/sec (IQR 25 cm/sec) with 449 normal velocities (96.6% overall, range by site 95.1-99.2%), 16 conditional velocities (3.4% overall, range by site 2.3-4.9%), and no abnormal velocities. In univariate analysis, maximum TAMV was inversely correlated with hemoglobin (r = -0.29, p<0.0001), age (r = -0.23, p<0.0001), and fetal hemoglobin (r = -0.12, p=0.027); and positively correlated with reticulocytes (r = 0.17, p<0.001). No gender difference was noted, but alpha thalassemia trait (2-gene deletion) was associated with significantly lower TCD velocities, while G6PD A- deficiency had no observed effects. Conclusions: Robust TCD screening capability was developed in REACH with detailed training, certification, and oversight of local personnel, most of whom had no prior experience. Compared to untreated children, very few REACH participants had elevated TAMV velocities, confirming that hydroxyurea lowers TCD velocities and reduces stroke risk for children with SCA in sub-Saharan Africa. The observed associations between TAMV and both hemoglobin and fetal hemoglobin document the importance of escalating hydroxyurea to achieve and maintain an optimized dose. In low-resource settings, TCD screening efforts by trained and certified examiners should be aligned with hydroxyurea treatment protocols that feature dose escalation, to provide a feasible and effective stroke prevention program. TCD screening of African children with SCA will allow early identification of stroke risk and optimized hydroxyurea dosing, thereby reducing morbidity and mortality in this vulnerable population. Disclosures Aygun: National Heart, Lung, and Blood Institute: Research Funding; bluebird bio: Membership on an entity's Board of Directors or advisory committees, Research Funding; Patient-Centered Outsomes Research Institute: Research Funding; National Institute of Nursing Research: Research Funding.

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)0.003
metaresearch head score (Gemma)0.008
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0020.002
Open science0.0010.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.017
GPT teacher head0.228
Teacher spread0.211 · 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".

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Citations1
Published2020
Admission routes1
Has abstractyes

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