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Record W3200457141 · doi:10.1101/2021.09.13.21263539

Factors associated with chemotherapy-induced peripheral neuropathy-related reduced taxane dose or premature discontinuation in women with early-stage breast cancer

2021· preprint· en· W3200457141 on OpenAlexafffund
Lynn R. Gauthier, Lye-Ann Robichaud, Maud Bouffard, Frédérique Therrien, Sarah Béland, Marianne Bouvrette, Jennifer S. Gewandter, Lucia Gagliese, Robert H. Dworkin, Julie Lemieux, Josée Savard, Philip L. Jackson, Michèle Aubin, Sophie Lauzier, Bruno Gagnon, Anne Dionne, Cindy Shobbrook, Pierre Gagnon

Bibliographic record

VenuemedRxiv · 2021
Typepreprint
Languageen
FieldMedicine
TopicCancer Treatment and Pharmacology
Canadian institutionsRegional Municipality of WaterlooThe Quebec Population Health Research NetworkCentre for Interdisciplinary Research in RehabilitationMontreal Council on Foreign RelationsYork UniversityUniversity of TorontoUniversité de SherbrookeUniversité de MontréalUniversité Laval
FundersAstellas PharmaDisarm TherapeuticsFondation du cancer du sein du QuébecGW PharmaceuticalsNational Institutes of HealthBoston Scientific CorporationBiogenAstraZenecaPfizer
KeywordsMedicineTaxanePeripheral neuropathyChemotherapy-induced peripheral neuropathyDiscontinuationBreast cancerInternal medicineOdds ratioCancerPhysical therapy

Abstract

fetched live from OpenAlex

ABSTRACT Purpose In the absence of treatments for chemotherapy-induced peripheral neuropathy (CIPN), dose reductions (DR) and premature discontinuation (PD) are primary management strategies. However, decision-making guidance is insufficient and knowledge of factors associated with DR/PD is limited. We examined biopsychosocial factors associated with CIPN-related DR/PD in women undergoing taxane-based chemotherapy for early-stage breast cancer. Patients and methods As part of a longitudinal study of CIPN measurement, women completed assessments before the first taxane infusion and at the final infusion or within the originally expected timeframe for the final infusion. Participants completed self-report measures of CIPN, pain, and physical and psychosocial wellbeing, and underwent physical testing of lower limb disability and Quantitative Sensory Testing for sensation and pain threshold to thermal, vibration, and touch stimuli in the feet and hands. Sociodemographic and clinical data were collected. Logistic regression was used to identify factors associated with neuropathy-related DR/PD. Results Among 121 participants, 66 (54.5%) received taxane-as-prescribed, 46 (38.0%) had neuropathy-related DR/PD, and 9 (7.4%) had DR/PD for other reasons. Factors associated with neuropathy-related DR/PD were receipt of paclitaxel (Odds Ratio [OR]=75.05, 95% Confidence Interval [CI] 2.56-2197.96]), lower pre-treatment pain catastrophizing (OR=0.72, 95% CI: 0.54 – 0.95), and higher post-treatment neuropathic pain (OR=10.77, 95% CI: 1.99 – 58.15) and sensitivity to cold pain in the hand (OR=1.64, 95% CI: 1.05 – 2.56). Conclusion CIPN-related DR/PD is associated with paclitaxel treatment and post-treatment neuropathic pain and cold pain sensitivity in the hands. CIPN communication to healthcare providers may be influenced by pain catastrophizing, suggesting symptom appraisal may be an important factor in communication. Findings could contribute to clinical practice recommendations to facilitate treatment decision-making. Lay summary We studied pre- and post-treatment factors associated with reduced taxane dose or early cessation due to chemotherapy-induced peripheral neuropathy in women undergoing chemotherapy for early-stage breast cancer. Reduced taxane dose or early cessation is associated with paclitaxel treatment, and high post-treatment neuropathic pain and sensitivity to cold pain stimuli in the hands. Communication of these experiences to healthcare providers may be influenced by pre-treatment thoughts and feelings about symptoms. Precis for use in the Table of Contents two concise sentences that state the significant conclusion(s) or message of the manuscript; Chemotherapy-induced peripheral neuropathy-related reduced taxane dose or premature discontinuation is associated with paclitaxel treatment and high post-treatment neuropathic pain and cold pain sensitivity in the upper limbs. Reporting of these experiences may be influenced by pre-treatment symptom appraisal and communication style.

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)0.001
metaresearch head score (Gemma)0.005
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 score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.033
GPT teacher head0.302
Teacher spread0.269 · 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
Published2021
Admission routes2
Has abstractyes

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