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Systemic therapy with a loco-regional treatment in patients with locally advanced pancreatic cancer: The SMART study.

2021· article· en· W3125547578 on OpenAlexafffundabout
Shahid Ahmed, Osama Ahmed, Deborah H. Anderson, Gavin Beck, Haji Chalchal, Lynn Dwernychuk, Josh Gitlin, Austin Hammond, Mussawar Iqbal, June Lim, Sukanya Pati, Nazmi Sari, John M. Shaw, Osama Souied, C. Wall, Adnan Zaidi, Mike Moser

Bibliographic record

VenueJournal of Clinical Oncology · 2021
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMicrobial Inactivation Methods
Canadian institutionsQueen's UniversitySaskatchewan Cancer AgencyUniversity of Saskatchewan
FundersSaskatchewan Cancer Agency
KeywordsMedicineIrreversible electroporationPancreatic cancerCancerOncologyChemotherapyInternal medicineSurgery

Abstract

fetched live from OpenAlex

TPS445 Background: Pancreatic cancer is a major cause of cancer-related death. About 40% of patients with pancreatic cancer present with locally advanced disease and are not candidates for curative surgery. Most patients are treated with chemotherapy with a limited life expectancy. The role of local treatment such as radiation is not well defined. Other conventional ablative therapies, such as thermal or cryoablation have limited role due to the risk of collateral damage to the adjacent structures. Irreversible electroporation (IRE) is a novel non-thermal ablation technology that does not cause injury to nearby blood vessels, ducts, and bowel and has the potential to provide longer disease control and thereby better overall survival. We hypothesized that addition of IRE to combination chemotherapy in patients with locally advanced pancreatic cancer will improve their outcomes, and patients with undetectable 12-week post IRE circulating tumor cell DNA will have better prognoses. Methods: It is a prospective, multicenter, single-arm phase II study. The primary objective is to determine 12-month PFS rate of patients with locally advanced pancreatic cancer who are treated with combination chemotherapy and IRE. Secondary objectives include identification of prognostic and predictive biomarkers, 24-months survival rate, quality of life of subjects, as well as cost-effectiveness and complication rates of IRE. Based on the assumption that treatment with IRE and chemotherapy would result in doubling of PFS versus chemotherapy alone a sample of n = 27 of patients with locally advanced pancreatic adenocarcinoma is estimated. Eligible patients will be recruited at the two major cancer centers in Saskatchewan. All IRE-eligible patients will receive 12 weeks of induction combination chemotherapy and will undergo IRE if there is no disease progression. An additional 12 weeks of chemotherapy will be recommended. Patients who are not eligible for IRE will receive chemotherapy at the discretion of treating oncologist until disease progression or until they become eligible for IRE. Circulating tumor DNA and a panel of genes will be examined using next-generation sequencing for their correlation with prognosis. Quality of life will be assessed, and cost-effectiveness analysis of IRE will be performed.The results of this study will be used to develop a future multicenter, national phase III trial. Clinical trial information: NCT04276857.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.100
Threshold uncertainty score0.375

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0000.000

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 head0.064
GPT teacher head0.431
Teacher spread0.367 · 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.

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

Citations1
Published2021
Admission routes3
Has abstractyes

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