Evidence map›Paper›PMID 37004557›Full record

ArticleAbdominal radiology (New York)2023

MRI-based radiomic score increased mrTRG accuracy in predicting rectal cancer response to neoadjuvant therapy.

Joao Miranda, Natally Horvat, Antonildes N Assuncao, Felipe Augusto de M Machado, Jayasree Chakraborty, Rafael Vaz Pandini, Samya Saraiva, Caio Sergio Rizkallah Nahas, Sergio Carlos Nahas, Cesar Higa Nomura

Open access · greenAbstract read
In one paragraph

Article in Abdominal radiology (New York), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed, 3 pooled it
2.8field-weighted citation impact, top 9% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed, 3 syntheses or guidelines pooled it, 12 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors at 3 institutions in 2 countries.

Joao Miranda *Department of Radiology, University of Sao Paulo, Sao Paulo, SP, Brazil.
Natally Horvat *Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY, 10065, USA. natallymhorvat@gmail.com.ORCID http://orcid.org/0000-0001-8849-5789
Antonildes N AssuncaoDepartment of Radiology, University of Sao Paulo, Sao Paulo, SP, Brazil.
Felipe Augusto de M MachadoResearch and Education Institute, Hospital Sirio-Libanes, Sao Paulo, SP, Brazil.
Jayasree ChakrabortyDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Rafael Vaz PandiniDepartment of Surgery, University of Sao Paulo, Sao Paulo, SP, Brazil.
Samya SaraivaDepartment of Radiology, Hospital Sirio-Libanes, Sao Paulo, SP, Brazil.
Caio Sergio Rizkallah NahasDepartment of Surgery, University of Sao Paulo, Sao Paulo, SP, Brazil.
Sergio Carlos NahasDepartment of Surgery, University of Sao Paulo, Sao Paulo, SP, Brazil.
Cesar Higa NomuraDepartment of Radiology, University of Sao Paulo, Sao Paulo, SP, Brazil.
Universidade de São Paulo · BRHospital Sírio-Libanês · BRMemorial Sloan Kettering Cancer Center · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
NCI NIH HHS P30 CA008748
6 · The paper itself

Abstract

purposeTo develop a magnetic resonance imaging (MRI)-based radiomics score, i.e., "rad-score," and to investigate the performance of rad-score alone and combined with mrTRG in predicting pathologic complete response (pCR) in patients with locally advanced rectal cancer following neoadjuvant chemoradiation therapy.

methodsThis retrospective study included consecutive patients with LARC who underwent neoadjuvant chemoradiotherapy followed by surgery from between July 2011 to November 2015. Volumes of interest of the entire tumor on baseline rectal MRI and of the tumor bed on restaging rectal MRI were manually segmented on T2-weighted images. The radiologist also provided the ymrTRG score on the restaging MRI. Radiomic score (rad-score) was calculated and optimal cut-off points for both mrTRG and rad-score to predict pCR were selected using Youden's J statistic.

resultsOf 180 patients (mean age = 63 years; 60% men), 33/180 (18%) achieved pCR. High rad-score (> - 1.49) yielded an area under the curve (AUC) of 0.758, comparable to ymrTRG 1-2 which yielded an AUC of 0.759. The combination of high rad-score and ymrTRG 1-2 yielded a significantly higher AUC of 0.836 compared with ymrTRG 1-2 and high rad-score alone (p < 0.001). A logistic regression model incorporating both high rad-score and mrTRG 1-2 was built to calculate adjusted odds ratios for pCR, which was 4.85 (p < 0.001).

conclusionOur study demonstrates that a rectal restaging MRI-based rad-score had comparable diagnostic performance to ymrTRG. Moreover, the combined rad-score and ymrTRG model yielded a significant better diagnostic performance for predicting pCR.

Indexed as

Neoadjuvant TherapyRectal NeoplasmsChemoradiotherapyFemaleHumansMagnetic Resonance ImagingMaleMiddle AgedRetrospective StudiesTreatment OutcomeMagnetic resonance imagingNeoadjuvant therapyRadiomicsRectal cancer

Identifiers

PMID37004557
PMCPMC10942660
OpenAlexW4362506779

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.