4.6 Article

Evaluation of Trial Outcomes in Acute Kidney Injury by Creatinine Modeling

Journal

Publisher

AMER SOC NEPHROLOGY
DOI: 10.2215/CJN.00820209

Keywords

-

Funding

  1. Health Research Council of New Zealand [05/131]

Ask authors/readers for more resources

Background and objectives: Clinical trials of acute kidney injury (AKI) use changes in creatinine as outcome metrics. This study investigated how outcome metrics and baseline creatinine affect trial outcome. Design, setting, participants, & measurements: A one-compartment pharmacokinetic model of creatinine change resulting from a decrease in GFR was applied to a population of 10,000 simulated virtual inpatients. Treatment was simulated as an amelioration of GFR decrease by a specified percentage, the treatment efficacy, in 50%. Three categorical and two continuous outcome metrics were calculated and compared. Outcomes were compared for measured and estimated baseline creatinine levels that were back-calculated assuming a GFR of 100 or 75 ml/min. Results: The continuous metrics, the average value of creatinine and the average value of creatinine relative to baseline decreased approximately linearly with increase in treatment efficacy. The categorical metrics displayed a sigmoidal decrease and erroneously suggested perfect treatment when GFR decrease was ameliorated by only 60 to 80%. Using an estimate of baseline creatinine increased the number of patients who were classified as having AKI. Conclusions: When used to determine clinical trial outcome, continuous metrics correctly detected the extent of intervention. At low treatment efficacy, categorical metrics underestimated and at high treatment efficacy overestimated the effect of treatment. These effects were exaggerated when the population contained a high proportion of patients with more severe AKI. An estimated baseline creatinine level will overestimate AKI prevalence compared with a measured baseline value. Clinical trials of AKI should use a continuous outcome metric and a measured baseline and report baseline median and interquartile range. Chit J Ant Soc Nephrol 4: 1705-1715, 2009. doi: 10.2215/CJN.00820209

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Editorial Material Emergency Medicine

Emergency department frequent attenders: big data insights for a big and complex problem Comment

Martin Than, Sandra Richardson, John Pickering

EMERGENCY MEDICINE JOURNAL (2022)

Article Transplantation

Cystatin C kidney functional reserve: a simple method to predict outcome in chronic kidney disease

Daniel Christiadi, Charles Simpson, Kate O'brien, Kylie Taylor, Grant Luxton, Monica Rossleigh, Jonathan Erlich, Zoltan H. Endre

Summary: Plasma cystatin C after oral protein loading can effectively assess kidney functional reserve in patients with Stage 3 and 4 chronic kidney disease. It can predict disease progression and prognosis.

NEPHROLOGY DIALYSIS TRANSPLANTATION (2022)

Review Medicine, General & Internal

Performance of the European Society of Cardiology 0/1-Hour, 0/2-Hour, and 0/3-Hour Algorithms for Rapid Triage of Acute Myocardial Infarction

Cho-Han Chiang, Cho-Hung Chiang, John W. Pickering, Kiril M. Stoyanov, Derek P. Chew, Johannes T. Neumann, Francisco Ojeda, Nils A. Sorensen, Ke-Ying Su, Peter Kavsak, Andrew Worster, Kenji Inoue, Tonje R. Johannessen, Dan Atar, Michael Amann, Willibald Hochholzer, Arash Mokhtari, Ulf Ekelund, Raphael Twerenbold, Christian Mueller, Philipp Bahrmann, Nicolas Buttinger, Maureen Dooley, Onlak Ruangsomboon, Richard M. Nowak, Christopher R. DeFilippi, William F. Peacock, Tomas G. Neilan, Michael A. Liu, Wan-Ting Hsu, Gin Hoong Lee, Pui-Un Tang, Kevin Sheng-Kai Ma, Dirk Westermann, Stefan Blankenberg, Evangelos Giannitsis, Martin P. Than, Chien-Chang Lee

Summary: The diagnostic accuracy of the ESC 0/1-hour and 0/2-hour algorithms is higher in ruling out index AMI compared to the 0/3-hour algorithm, with higher sensitivities and negative predictive values.

ANNALS OF INTERNAL MEDICINE (2022)

Article Emergency Medicine

Sensitivity of modern multislice CT for subarachnoid haemorrhage at incremental timepoints after headache onset: a 10-year analysis

Annabel Vincent, Scott Pearson, John W. Pickering, James Weaver, Leanne Toney, Laura Hamill, Michael Hurrell, Martin Than

Summary: This retrospective study examined data from a 10-year period and found that modern MSCT has a sensitivity of 99.6% for aneurysmal SAH and 99.0% for all SAH within 48 hours of headache onset. The sensitivity for aneurysmal SAH was 100% within 24 hours of headache onset.

EMERGENCY MEDICINE JOURNAL (2022)

Article Clinical Neurology

Leukocyte surface biomarkers implicate deficits of innate immunity in sporadic Alzheimer's disease

Xin Huang, Yihan Li, Christopher Fowler, James D. Doecke, Yen Ying Lim, Candace Drysdale, Vicky Zhang, Keunha Park, Brett Trounson, Kelly Pertile, Rebecca Rumble, John W. Pickering, Robert A. Rissman, Floyd Sarsoza, Sara Abdel-Latif, Yong Lin, Vincent Dore, Victor Villemagne, Christopher C. Rowe, Jurgen Fripp, Ralph Martins, James S. Wiley, Paul Maruff, Jacobo E. Mintzer, Colin L. Masters, Ben J. Gu

Summary: This study examined leukocyte antigens in sporadic Alzheimer's disease (AD) and identified differentially expressed markers. A proposed panel of four leukocyte markers showed high predictive accuracy for PET A beta status. These findings were validated in independent cohorts, demonstrating the utility of leukocyte-based biomarkers for AD screening and diagnosis.

ALZHEIMERS & DEMENTIA (2023)

Article Geriatrics & Gerontology

Deprescribing Anticholinergic and Sedative Drugs to Reduce Polypharmacy in Frail Older Adults Living in the Community: A Randomized Controlled Trial

Hamish Jamieson, Prasad S. Nishtala, Hans Ulrich Bergler, Susan K. Weaver, John W. Pickering, Nagham J. Ailabouni, Rebecca Abey-Nesbit, Carolyn Gullery, Joanne Deely, Susan B. Gee, Sarah N. Hilmer, Dee Mangin

Summary: Polypharmacy is linked to poor outcomes in older adults. Targeted deprescribing of anticholinergic and sedative medications may be beneficial for frail older adults. However, our pharmacist-led deprescribing intervention did not reduce the anticholinergic/sedative load among frail older participants within 6 months.

JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES (2023)

Article Multidisciplinary Sciences

Evaluation of the added value of Brain Natriuretic Peptide to a validated mortality risk-prediction model in older people using a standardised international clinical assessment tool

John W. Pickering, Richard Scrase, Richard Troughton, Hamish A. Jamieson

Summary: This study aimed to evaluate the value of adding blood biomarkers to needs assessments in predicting one-year survival rate in older adults. The research found that adding Brain Naturetic Peptide (BNP) improved the accuracy of the risk prediction model, particularly in patients without a diagnosis of congestive heart failure.

PLOS ONE (2022)

Article Transplantation

Baseline Characteristics and Representativeness of Participants in the BEST- Fluids Trial: A Randomized Trial of Balanced Crystalloid Solution Versus Saline in Deceased Donor Kidney Transplantation

Michael G. Collins, Magid A. Fahim, Elaine M. Pascoe, Carmel M. Hawley, David W. Johnson, Julie Varghese, Laura E. Hickey, Philip A. Clayton, John S. Gill, Kathryn B. Dansie, Rachael C. McConnochie, Liza A. Vergara, Charani Kiriwandeniya, Donna Reidlinger, Peter F. Mount, Laurence Weinberg, Colin J. McArthur, P. Toby Coates, Zoltan H. Endre, David Goodman, Kirsten Howard, Martin Howell, Jagadish S. Jamboti, John Kanellis, Jerome M. Laurence, Wai H. Lim, Steven J. McTaggart, Philip J. O'Connell, Helen L. Pilmore, Germaine Wong, Steven J. Chadban

Summary: This study investigates delayed graft function (DGF) and aims to determine whether using a low-chloride crystalloid solution (Plasma-Lyte 148) can reduce the risk of DGF. The study finds that the trial participants and nonparticipants have similar baseline characteristics, and the trial results are broadly applicable to deceased donor kidney transplantation practice worldwide.

TRANSPLANTATION DIRECT (2022)

Article Multidisciplinary Sciences

Light curves and colours of the ejecta from Dimorphos after the DART impact

Ariel Graykowski, Ryan A. Lambert, Franck Marchis, Dorian Cazeneuve, Paul A. Dalba, Thomas M. Esposito, Daniel O'Conner Peluso, Lauren A. Sgro, Guillaume Blaclard, Antonin Borot, Arnaud Malvache, Laurent Marfisi, Tyler M. Powell, Patrice Huet, Matthieu Limagne, Bruno Payet, Colin Clarke, Susan Murabana, Daniel Chu Owen, Ronald Wasilwa, Keiichi Fukui, Tateki Goto, Bruno Guillet, Patrick Huth, Satoshi Ishiyama, Ryuichi Kukita, Mike Mitchell, Michael Primm, Justus Randolph, Darren A. Rivett, Matthew Ryno, Masao Shimizu, Jean-Pierre Toullec, Stefan Will, Wai-Chun Yue, Michael Camilleri, Kathy Graykowski, Ron Janetzke, Des Janke, Scott Kardel, Margaret Loose, John W. Pickering, Barton A. Smith, Ian M. Transom

Summary: On September 26, 2022, the DART spacecraft successfully collided with the satellite Dimorphos, which orbits the asteroid 65803 Didymos. This test aimed to determine the changes in Dimorphos' orbit and evaluate the effectiveness of deflecting potentially hazardous asteroids. Optical observations revealed that Dimorphos experienced a maximum brightening of 2.29 +/- 0.14 magnitudes upon impact, and it took approximately 23.7 +/- 0.7 days for Didymos to return to its pre-impact brightness. The study also estimated the minimum mass of ejecta to be 0.3-0.5% of Dimorphos' mass and observed a reddening effect in the ejecta upon impact.

NATURE (2023)

Article Geriatrics & Gerontology

Chronic health conditions and mortality among older adults with complex care needs in Aotearoa New Zealand

Rebecca Abey-Nesbit, Hamish A. Jamieson, Hans Ulrich Bergler, Ngaire Kerse, John W. Pickering, Ruth Teh

Summary: This study found that cognitive impairment is the most common health issue for community-dwelling older adults in New Zealand. Cardiovascular disease has the highest mortality risk for all ethnic groups, and in the non-Maori/non-Pacific group, the risk of mortality with cognitive impairment is as high as the risk of cardiovascular disease. Additionally, there is an inverse relationship between age and cancer mortality risk. Important differences between ethnic groups are also reported.

BMC GERIATRICS (2023)

Editorial Material Emergency Medicine

Twenty-six years of machine learning for ECG: and we are not there yet

John W. Pickering, Laura Joyce, Martin Than

CANADIAN JOURNAL OF EMERGENCY MEDICINE (2023)

Article Primary Health Care

The cost savings of the rural accelerated chest pain pathway for low-risk chest pain in rural general practice: a cost minimisation analysis

Rory Miller, Garry Nixon, Tim Stokes, Michelle Smith, John W. Pickering, Talis Liepins, Martin Than

Summary: This study aimed to estimate the costs associated with assessing patients with low-risk chest pain using the rural accelerated chest pain pathway (RACPP) in rural general practice compared with transporting such patients to a distant emergency department (ED). The results showed that using the RACPP in general practice resulted in a median cost saving of NZ$1184 compared with transferring the same patient to ED.

JOURNAL OF PRIMARY HEALTH CARE (2023)

Proceedings Paper Computer Science, Artificial Intelligence

The ROC Diagonal is Not Layperson's Chance: A New Baseline Shows the Useful Area

Andre M. Carrington, Paul W. Fieguth, Franz Mayr, Nick D. James, Andreas Holzinger, John W. Pickering, Richard Aviv

Summary: This paper presents a novel contribution to the state-of-art by defining a binary chance baseline to identify areas and points in a ROC plot that are more useful than chance. Examples of classifying benchmark data are provided.

MACHINE LEARNING AND KNOWLEDGE EXTRACTION, CD-MAKE 2022 (2022)

Proceedings Paper Astronomy & Astrophysics

Citizen Science Astronomy with a Network of Small Telescopes: The Launch and Deployment of JWST

R. A. Lambert, F. Marchis, J. Asencio, G. Blaclard, L. A. Sgro, J. D. Giorgini, P. Plavchan, T. White, A. Verveen, T. Goto, P. Kuossari, N. Sethu, M. A. Loose, S. Will, K. Sibbernsen, J. W. Pickering, J. Randolph, K. Fukui, P. Huet, B. Guillet, O. Clerget, S. Stahl, N. Yoblonsky, M. Lauvernier, T. Matsumura, M. Yamato, J-M Laugier, O. Brodt-Vilain, A. Espudo, R. Kukita, S. Iida, S. Kardel, D. Green, P. Tikkanen, A. Douvas, M. Billiani, G. Knight, M. Ryno, G. Simard, R. Knight, M. Primm, B. Wildhagen, J. Poncet, T. Frachon, M. Shimizu, A. Jackson, B. Parker, G. Redfern, P. Nikiforov, E. Friday, K. Lincoln, J. Sweitzer, R. Mitsuoka, K. Cabral, A. Katterfeld, M. Fairfax

Summary: This article presents a coordinated campaign of observations using the network of Unistellar digital telescopes and citizen astronomers to monitor the brightness of the James Webb Space Telescope (JWST) as it undergoes various phases of deployment. The collected observations allowed for the detection of specific phases and variations in the lightcurve, demonstrating the power of a global array of small telescopes for conducting long-term scientific campaigns.

GROUND-BASED AND AIRBORNE TELESCOPES IX (2022)

Article Medical Informatics

Validation of the myocardial-ischaemic-injury-index machine learning algorithm to guide the diagnosis of myocardial infarction in a heterogenous population: a prespecified exploratory analysis

Dimitrios Doudesis, Kuan Ken Lee, Jason Yang, Ryan Wereski, Anoop S. Shah, Athanasios Tsanas, Atul Anand, John W. Pickering, Martin P. Than, Nicholas L. Mills

Summary: A machine learning algorithm that accurately predicts the likelihood of myocardial infarction can be applied in routine clinical practice, improving the diagnosis and risk assessment for patients suspected of acute coronary syndrome.

LANCET DIGITAL HEALTH (2022)

No Data Available