Evidence map›Paper›PMID 27717384›Full record

Observational studyCritical care (London, England)2016

Preoperative plasma growth-differentiation factor-15 for prediction of acute kidney injury in patients undergoing cardiac surgery.

Matthias Heringlake, Efstratios I Charitos, Kira Erber, Astrid Ellen Berggreen, Hermann Heinze, Hauke Paarmann

Registry-linked trialOpen access · goldAbstract readObservational Study
In one paragraph

Observational study in Critical care (London, England), 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01166360 (The Prognostic Relevance of Cerebral Oxygen Saturation, NTproBNP and Preoperative Creatinine Clearance in Cardiac Surgical Patients; Amendment 4), which is not on this map. Cited by 23 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed, 3 pooled it
2.7field-weighted citation impact, top 11% 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.

NCT01166360 completednot on this map

The Prognostic Relevance of Cerebral Oxygen Saturation, NTproBNP and Preoperative Creatinine Clearance in Cardiac Surgical Patients; Amendment 4: the Prognostic Relevance of Growth Differentiation Factor 15 (GDF-15) and High Sensitive Troponin-t (hsTnT)

TypeobservationalSponsorUniversity of LuebeckRan2008 to 2010Enrolled2,000ConditionsHeart Failure, Coronary Artery Disease
3 · Its place in the literature

Who cites it

23 citing papers in PubMed, 3 syntheses or guidelines pooled it, 39 citations in OpenAlex.

  1. Pooled it
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  5. Observational
  6. Article
  7. Current and novel biomarkers in cardiogenic shock.European journal of heart failure · 2025
    Review
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors at 3 institutions in 1 country.

Matthias HeringlakeDepartment of Anesthesiology and Intensive Care Medicine, University of Lübeck, Ratzeburger Allee 160, D - 23538, Luebeck, Germany. Heringlake@t-online.de.ORCID 0000-0001-6949-7113
Efstratios I CharitosDepartment of Cardiac Surgery, Martin-Luther University, Halle, Germany.
Kira ErberDepartment of Anesthesiology and Intensive Care Medicine, University of Lübeck, Ratzeburger Allee 160, D - 23538, Luebeck, Germany.
Astrid Ellen BerggreenDepartment of Anesthesiology and Intensive Care Medicine, University of Lübeck, Ratzeburger Allee 160, D - 23538, Luebeck, Germany.
Hermann HeinzeDepartment of Anesthesiology and Intensive Care Medicine, University of Lübeck, Ratzeburger Allee 160, D - 23538, Luebeck, Germany.
Hauke PaarmannDepartment of Cardiac Anesthesiology, HELIOS - Clinic, Schwerin, Germany.
University of Lübeck · DEHelios Hospital Schwerin · DEMartin Luther University Halle-Wittenberg · DE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundGrowth-differentiation factor-15 (GDF-15) is an emerging humoral marker for risk stratification in cardiovascular disease. Cardiac-surgery-associated acute kidney injury (CSA-AKI), an important complication in patients undergoing cardiac surgery, is associated with poor prognosis. The present secondary analysis of an observational cohort study aimed to determine the role of GDF-15 in predicting CSA-AKI compared with the Cleveland-Clinic Acute Renal Failure (CC-ARF) score and a logistic regression model including variables associated with renal dysfunction.

methodsPreoperative plasma GDF-15 was determined in 1176 consecutive patients undergoing elective cardiac surgery. Patients with chronic kidney disease stage 5 were excluded. AKI was defined according to Kidney-Disease-Improving-Global-Outcomes (KDIGO) - creatinine criteria. The following variables were screened for association with development of postoperative AKI: age, gender, additive Euroscore, serum creatinine, duration of cardiopulmonary bypass, duration of surgery, type of surgery, total circulatory arrest, preoperative hemoglobin, preoperative oxygen-supplemented cerebral oxygen saturation, diabetes mellitus, hemofiltration during ECC, plasma GDF-15, high sensitivity troponin T (hsTNT), and N-terminal prohormone of B-type natriuretic peptide (NTproBNP).

resultsThere were 258 patients (21.9 %) with AKI (AKI stage 1 (AKI-1), n = 175 (14.9 %); AKI-2, n = 6 (0.5 %); AKI-3, n = 77 (6.5 %)). The incidence of AKI-1 and AKI-3 increased significantly from the lowest to the highest tertiles of GDF-15. In logistic regression, preoperative GDF-15, additive Euroscore, age, plasma creatinine, diabetes mellitus, and duration of cardiopulmonary bypass were independently associated with AKI. Inclusion of GDF-15 in a logistic regression model comprising these variables significantly increased the area under the curve (AUC 0.738 without and 0.750 with GDF-15 included) and the net reclassification ability to predict AKI. Comparably, in receiver operating characteristic analysis the predictive capacity of the CC-ARF score (AUC 0.628) was improved by adding GDF-15 (AUC 0.684) but this score also had lower predictability than the logistic regression model. In random forest analyses the predictive capacity of GDF-15 was especially pronounced in patients with normal plasma creatinine.

conclusionThis suggests that preoperative plasma GDF-15 independently predicts postoperative AKI in patients undergoing elective cardiac surgery and is particularly helpful for risk stratification in patients with normal creatinine.

trial registrationNCT01166360 on July 20, 2010.

Indexed as

PrognosisAcute Kidney InjuryAgedBiomarkersCardiac Surgical ProceduresCohort StudiesFemaleGrowth Differentiation Factor 15HumansLogistic ModelsMaleMiddle AgedPostoperative ComplicationsRisk AssessmentRisk FactorsROC CurveBiomarkersGDF15 protein, humanGrowth Differentiation Factor 15Acute kidney injuryBiomarkersCardiac surgeryCleveland Clinic Acute Renal Failure scoreEuroscoreGrowth-differentiation factor-15

Identifiers

PMID27717384
PMCPMC5055664
OpenAlexW2529371427

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LicenceCC BY
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Registered trials

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.