Evidence map›Paper›PMID 34061904›Full record

Observational studyPloS one2021

Prediction of outcome in patients with non-small cell lung cancer treated with second line PD-1/PDL-1 inhibitors based on clinical parameters: Results from a prospective, single institution study.

Konstantinos Rounis, Dimitrios Makrakis, Chara Papadaki, Alexia Monastirioti, Lambros Vamvakas, Konstantinos Kalbakis, Krystallia Gourlia, Iordanis Xanthopoulos, Ioannis Tsamardinos, Dimitrios Mavroudis and 1 more

Erratum issuedOpen access · goldAbstract readObservational Study
In one paragraph

Observational study in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 21 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 4 pooled it
2.2field-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

21 citing papers in PubMed, 4 syntheses or guidelines pooled it, 29 citations in OpenAlex.

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

11 authors at 3 institutions in 2 countries.

Konstantinos RounisDepartment of Medical Oncology, University General Hospital, Heraklion, Crete, Greece.
Dimitrios MakrakisDepartment of Medical Oncology, University General Hospital, Heraklion, Crete, Greece.
Chara PapadakiLaboratory of Translational Oncology, School of Medicine, University of Crete, Heraklion, Crete, Greece.ORCID 0000-0002-4591-3757
Alexia MonastiriotiLaboratory of Translational Oncology, School of Medicine, University of Crete, Heraklion, Crete, Greece.
Lambros VamvakasDepartment of Medical Oncology, University General Hospital, Heraklion, Crete, Greece.
Konstantinos KalbakisDepartment of Medical Oncology, University General Hospital, Heraklion, Crete, Greece.
Krystallia GourliaDepartment of Computer Science, University of Crete, Heraklion, Crete, Greece.
Iordanis XanthopoulosDepartment of Computer Science, University of Crete, Heraklion, Crete, Greece.
Ioannis TsamardinosDepartment of Computer Science, University of Crete, Heraklion, Crete, Greece.
Dimitrios MavroudisDepartment of Medical Oncology, University General Hospital, Heraklion, Crete, Greece.
Sofia AgelakiDepartment of Medical Oncology, University General Hospital, Heraklion, Crete, Greece.
University of Crete · GRUniversity Hospital of Heraklion · GRUniversity of Washington Medical Center · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveWe prospectively recorded clinical and laboratory parameters from patients with metastatic non-small cell lung cancer (NSCLC) treated with 2nd line PD-1/PD-L1 inhibitors in order to address their effect on treatment outcomes. MATERIALS AND

methodsClinicopathological information (age, performance status, smoking, body mass index, histology, organs with metastases), use and duration of proton pump inhibitors, steroids and antibiotics (ATB) and laboratory values [neutrophil/lymphocyte ratio, LDH, albumin] were prospectively collected. Steroid administration was defined as the use of > 10 mg prednisone equivalent for ≥ 10 days. Prolonged ATB administration was defined as ATB ≥ 14 days 30 days before or within the first 3 months of treatment. JADBio, a machine learning pipeline was applied for further multivariate analysis.

resultsData from 66 pts with non-oncogenic driven metastatic NSCLC were analyzed; 15.2% experienced partial response (PR), 34.8% stable disease (SD) and 50% progressive disease (PD). Median overall survival (OS) was 6.77 months. ATB administration did not affect patient OS [HR = 1.35 (CI: 0.761-2.406, p = 0.304)], however, prolonged ATBs [HR = 2.95 (CI: 1.62-5.36, p = 0.0001)] and the presence of bone metastases [HR = 1.89 (CI: 1.02-3.51, p = 0.049)] independently predicted for shorter survival. Prolonged ATB administration, bone metastases, liver metastases and BMI < 25 kg/m2 were selected by JADbio as the important features that were associated with increased probability of developing disease progression as response to treatment. The resulting algorithm that was created was able to predict the probability of disease stabilization (PR or SD) in a single individual with an AUC = 0.806 [95% CI:0.714-0.889].

conclusionsOur results demonstrate an adverse effect of prolonged ATBs on response and survival and underscore their importance along with the presence of bone metastases, liver metastases and low BMI in the individual prediction of outcomes in patients treated with immunotherapy.

Indexed as

AdultAgedAged, 80 and overAnti-Bacterial AgentsB7-H1 AntigenBone NeoplasmsCarcinoma, Non-Small-Cell LungFemaleFollow-Up StudiesHumansImmune Checkpoint InhibitorsImmunotherapyKaplan-Meier EstimateLiver NeoplasmsLung NeoplasmsMachine LearningAnti-Bacterial AgentsB7-H1 AntigenCD274 protein, humanImmune Checkpoint InhibitorsPDCD1 protein, humanProgrammed Cell Death 1 Receptor

Identifiers

PMID34061904
PMCPMC8168865
OpenAlexW3164322227

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.