A Complete Pipeline for Untargeted Urinary Volatolomic Profiling with Sorptive Extraction and Dual Polar and Nonpolar Column Methodologies Coupled with Gas Chromatography Time-of-Flight Mass Spectrometry.
Qing WenAntonis MyridakisPiers R BoshierSimone ZuffaIlaria BelluomoAaron G ParkerSung-Tong ChinStephanie HakimSheraz R MarkarGeorge B HannaPublished in: Analytical chemistry (2023)
Volatolomics offers an opportunity for noninvasive detection and monitoring of human disease. While gas chromatography-mass spectrometry (GC-MS) remains the technique of choice for analyzing volatile organic compounds (VOCs), barriers to wider adoption in clinical practice still exist, including: sample preparation and introduction techniques, VOC extraction, throughput, volatolome coverage, biological interpretation, and quality control (QC). Therefore, we developed a complete pipeline for untargeted urinary volatolomic profiling. We optimized a novel extraction technique using HiSorb sorptive extraction, which exhibited high analytical performance and throughput. We achieved a broader VOC coverage by using HiSorb coupled with a set of complementary chromatographic methods and time-of-flight mass spectrometry. Furthermore, we developed a data preprocessing strategy by evaluating internal standard normalization, batch correction, and we adopted strict QC measures including removal of nonlinearly responding, irreproducible, or contaminated metabolic features, ensuring the acquisition of high-quality data. The applicability of this pipeline was evaluated in a clinical cohort consisting of pancreatic ductal adenocarcinoma (PDAC) patients ( n = 28) and controls ( n = 33), identifying four urinary candidate biomarkers (2-pentanone, hexanal, 3-hexanone, and p -cymene), which can successfully discriminate the cancer and noncancer subjects. This study presents an optimized, high-throughput, and quality-controlled pipeline for untargeted urinary volatolomic profiling. Use of the pipeline to discriminate PDAC from control subjects provides proof of principal of its clinical utility and potential for application in future biomarker discovery studies.
Keyphrases
- gas chromatography mass spectrometry
- gas chromatography
- solid phase extraction
- high throughput
- mass spectrometry
- liquid chromatography
- single cell
- tandem mass spectrometry
- quality control
- electronic health record
- high resolution mass spectrometry
- clinical practice
- high performance liquid chromatography
- end stage renal disease
- molecularly imprinted
- ejection fraction
- endothelial cells
- simultaneous determination
- newly diagnosed
- chronic kidney disease
- big data
- prognostic factors
- heavy metals
- small molecule
- papillary thyroid
- healthcare
- affordable care act
- squamous cell carcinoma
- patient reported
- young adults
- high resolution
- lymph node metastasis
- real time pcr
- artificial intelligence
- data analysis
- anaerobic digestion