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PeakClimber: A software tool for the accurate quantification of complex HPLC chromatograms
Joshua T Derrick1, Pragney Deme2, Norman J Haughey2
1Department of Biology, Johns Hopkins University, Baltimore, MD, United States; Department of Embryology, Carnegie Institute for Science, Baltimore, MD, United States.
PeakClimber accurately quantifies components in complex mixtures using high-performance liquid chromatography (HPLC). This novel tool improves precision for analyzing biological samples, outperforming existing software.
Area of Science:
- Analytical Chemistry
- Biochemistry
- Computational Biology
Background:
- High-performance liquid chromatography (HPLC) is crucial for quantifying components in biological extracts.
- Accurate quantification of multianalyte samples in HPLC is challenging due to overlapping peaks.
- Existing software lacks the precision comparable to mass spectrometry approaches.
Purpose of the Study:
- To develop a computational tool, PeakClimber, for precise deconvolution of overlapping peaks in HPLC data.
- To enhance the accuracy of analyte quantification in complex biological mixtures analyzed by HPLC.
Main Methods:
- Developed PeakClimber, utilizing a sum of bidirectional exponentially modified Gaussian (BEMG) functions.
- Applied PeakClimber to deconvolve overlapping peaks in HPLC traces.
- Validated PeakClimber's performance against standard industry and open-source HPLC software.
Main Results:
- Demonstrated that HPLC peaks are accurately modeled by BEMG functions.
- Showcased PeakClimber's superior accuracy in quantifying known peak areas compared to existing software.
- Confirmed PeakClimber's ability to accurately quantify differences in triglyceride abundance in fruit fly samples.
Conclusions:
- PeakClimber offers a significant advancement in HPLC data analysis for complex biological samples.
- The tool provides enhanced precision for quantifying analytes, addressing a critical limitation in current HPLC methodologies.
- PeakClimber enables more accurate biological insights from HPLC data, as exemplified by fruit fly studies.
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