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Evaluation of adjuvant chemotherapy-associated steatosis in colorectal cancer.

2020· article· en· W3005185861 on OpenAlexaffabout
Michelle Lee, Ayesha Taqi, Aftab Ahmad Malik, Raissa Dzulynsky, Amy Di Tomaso, Christine Brezden‐Masley

Bibliographic record

VenueJournal of Clinical Oncology · 2020
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCancer, Lipids, and Metabolism
Canadian institutionsSt. Michael's Hospital
Fundersnot available
KeywordsMedicineSteatosisInternal medicineColorectal cancerChemotherapyCancerIncidence (geometry)GastroenterologySurgeryOncology

Abstract

fetched live from OpenAlex

94 Background: Chemotherapy-associated steatosis (CAS) is poorly understood in context of colorectal cancer (CRC). It has been anecdotally observed that CRC patients undergoing chemotherapy appeared to develop steatosis at a higher rate than expected, and that statin therapy may have protective effects against CAS. Here, we sought to evaluate 1) the frequency of CAS in Stage II-III CRC patients; and 2) whether patients on statins throughout adjuvant chemotherapy develop CAS at a lower frequency. Methods: This study retrospectively examined medical records of 267 Stage II-III CRC patients who received adjuvant chemotherapy and were followed up at St. Michael’s Hospital, Toronto, Canada between January 1, 2006 and January 1, 2017. Patient information, relevant co-morbid conditions, statin use, and adjuvant chemotherapy were collected. Baseline and incident steatosis for up to one year from chemotherapy start date was assessed based on imaging reports (CT, ultrasound, MR). Results: Of 267 patients, 78 (29.2%) had steatosis at baseline radiology, prior to treatment with adjuvant chemotherapy. Of the remaining 189 cases, the incidence of steatosis within one year of adjuvant chemotherapy start date was significantly greater in patients who received adjuvant treatment (n = 132) compared to those who did not (n = 57), (39% vs. 23%, p = 0.03). Among patients who underwent chemotherapy, statin use for preexisting hyperlipidemia, a known risk factor for steatosis (n = 39), was associated with a lower incidence of steatosis compared to no statin administration (n = 93), although this result was not significant (31% vs. 42%, p = 0.243). Among statin users, 42.9% of patients treated using oxaliplatin-containing FOLFOX regimen (n = 21) developed steatosis, compared to 20% in patients on a capecitabine regimen (n = 15). There was a trend towards significance, with p = 0.151. Conclusions: Chemotherapeutic treatment of Stage II-III CRC is associated with an increased incidence of steatosis. Statins may protect against acute development of CAS within one year following chemotherapy, particularly with single agent capecitabine. Prospective clinical trials should be considered to assess protective use of statin in this curative patient population.

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)0.000
metaresearch head score (Gemma)0.002
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 score0.016
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
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 head0.101
GPT teacher head0.444
Teacher spread0.343 · 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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Citations0
Published2020
Admission routes2
Has abstractyes

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