Insights into Biochemical Sources and Diffuse Reflectance Spectral Features for Colorectal Cancer Detection and Localization.
Marcelo Saito NogueiraSiddra MaryamMichael AmissahAndrew McGuireChloe SpillaneShane KilleenStefan Andersson-EngelsMicheal O'RiordainPublished in: Cancers (2022)
Colorectal cancer (CRC) is the third most common and second most deadly type of cancer worldwide. Early detection not only reduces mortality but also improves patient prognosis by allowing the use of minimally invasive techniques to remove cancer while avoiding major surgery. Expanding the use of microsurgical techniques requires accurate diagnosis and delineation of the tumor margins in order to allow complete excision of cancer. We have used diffuse reflectance spectroscopy (DRS) to identify the main optical CRC biomarkers and to optimize parameters for the integration of such technologies into medical devices. A total number of 2889 diffuse reflectance spectra were collected in ex vivo specimens from 47 patients. Short source-detector distance (SDD) and long-SDD fiber-optic probes were employed to measure tissue layers from 0.5 to 1 mm and from 0.5 to 1.9 mm deep, respectively. The most important biomolecules contributing to differentiating DRS between tissue types were oxy- and deoxy-hemoglobin (Hb and HbO 2 ), followed by water and lipid. Accurate tissue classification and potential DRS device miniaturization using Hb, HbO 2 , lipid and water data were achieved particularly well within the wavelength ranges 350-590 nm and 600-1230 nm for the short-SDD probe, and 380-400 nm, 420-610 nm, and 650-950 nm for the long-SDD probe.
Keyphrases
- minimally invasive
- papillary thyroid
- photodynamic therapy
- high resolution
- squamous cell
- low grade
- optical coherence tomography
- machine learning
- newly diagnosed
- quantum dots
- deep learning
- magnetic resonance imaging
- type diabetes
- cardiovascular disease
- magnetic resonance
- childhood cancer
- small molecule
- light emitting
- electronic health record
- squamous cell carcinoma
- coronary artery bypass
- internal carotid artery
- young adults
- cardiovascular events
- high grade
- case report
- big data
- mass spectrometry
- density functional theory
- patient reported
- real time pcr
- contrast enhanced
- solar cells