Related Experiment Video
Updated: Feb 11, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
[New Developments in CKD-MBD. How can we produce useful evidence-based guidelines in the field of CKD-MBD?]
1Department of Comprehensive Kidney Disease Research, Osaka University Graduate School of Medicine, Japan.
Insights
Current CKD-MBD guidelines rely on observational studies for target ranges. More randomized controlled trials (RCTs) are needed to establish evidence-based treatment intensity rather than fixed laboratory targets for better patient outcomes.
Area of Science:
- Nephrology
- Clinical Guidelines
- Evidence-Based Medicine
Background:
- Current Chronic Kidney Disease-Mineral and Bone Disorder (CKD-MBD) guidelines utilize target ranges for laboratory measures like calcium and phosphorus.
- These ranges are primarily derived from observational studies correlating lab values with mortality.
Purpose of the Study:
- To highlight the discrepancy between observational study findings and randomized controlled trials (RCTs) regarding optimal laboratory target ranges.
- To advocate for a paradigm shift in guideline development from setting fixed targets to comparing treatment intervention intensity.
Main Methods:
- Review of existing literature comparing observational studies and RCTs in guideline development.
- Discussion of the limitations of observational data in establishing therapeutic targets.
- Proposal for alternative analytical methods for observational studies when RCTs are infeasible.
Main Results:
- Observational studies and RCTs often suggest different optimal ranges for laboratory measures.
- Examples, such as in diabetes mellitus, show intensive control (suggested by cohort studies) can increase mortality in RCTs.
- Fixed target ranges may not be universally applicable and can be intervention-dependent.
Conclusions:
- Meaningful clinical guidelines require robust evidence, preferably from RCTs.
- A shift towards comparing treatment intensity is necessary for developing more effective and safer guidelines.
- Advanced analytical methods in observational studies can provide valuable insights when RCTs are not feasible.
Abstract:
The target ranges of laboratory measures, such as calcium and phosphorus, in the current CKD-MBD guidelines have been mainly determined by large observational studies examining the association between laboratory values and mortality. However, the suggested optimal ranges are often different between observational studies and randomized controlled trials (RCTs) . For example, in the field of diabetes mellitus, cohort studies showed that the lower hemoglobin A1c levels were associated with better clinical outcomes. However, intensive control of blood sugar resulted in higher mortality in RCTs. In order to advocate really meaningful guidelines, we have to conduct many RCTs. In other words, a paradigm shift from "setting targets" to "comparing the intensity of a medical treatment" is necessary, because target ranges might be dependent on the type of the drug or intervention. If we cannot conduct RCTs because of ethical reasons or economic issues, sophisticated analysis methods such as propensity score-based analysis and facility-level analysis should be employed in observational studies.
More Related Videos
13:21Comprehensive DNA Methylation Analysis Using a Methyl-CpG-binding Domain Capture-based Method in Chronic Lymphocytic Leukemia Patients
Published on: June 16, 2017
08:23Design and Development of Aptamer–Gold Nanoparticle Based Colorimetric Assays for In-the-field Applications
Published on: June 23, 2016
Related Concept Videos
Guidelines for Sketching a Curve
The Evidence for Evolution
Guidelines for Writing Outcome
Patient outcomes reflect the patient's response to the goal rather than what the nurse aims to achieve. Terminology should be observable and measurable to avoid the reader's interpretation. The desired outcome should be realistic and achievable in the designated care timeframe. Expected outcomes should align with adjunctive therapies. The outcome should enhance care...
Guidelines for Nursing Documentation I
Factual:
The following points emphasize the significance of upholding accurate and unbiased documentation in healthcare.
Guidelines for Nursing Documentation II
Timely documentation is crucial to ensure continuity of care for patients. Any delays in recording or reporting medical information can result in medical errors and even adverse patient outcomes. From medication administration to diagnostic test results, every detail must be accurately and promptly documented to provide the best possible care for patients.
Legal Guidelines for Documentation