Department of Biochemistry and Biophysics, Texas A&M University, College Station, TX 77843, USA.
Mariposa Technology, Metairie, LA 70002, USA.
Molecules. 2022 Aug 5;27(15):4978. doi: 10.3390/molecules27154978.
Cannabis ( L.) is a dioecious plant that produces both male and female inflorescences. In nature, male and female plants can be found with nearly equal frequency, which determines species out-crossing. In cannabis farming, only female plants are preferred due to their high yield of cannabinoids. In addition to unfavorable male plants, commercial production of cannabis faces the appearance of hermaphroditic inflorescences, species displaying both pistillate flowers and anthers. Such plants can out-cross female plants, simultaneously producing undesired seeds. The problem of hermaphroditic cannabis triggered a search for analytical tools that can be used for their rapid detection and identification. In this study, we investigate the potential of Raman spectroscopy (RS), an emerging sensing technique that can be used to probe plant biochemistry. Our results show that the biochemistry of male, female and hermaphroditic cannabis plants is drastically different which allows for their confirmatory identification using a hand-held Raman spectrometer. Furthermore, the coupling of machine learning approaches enables the identification of hermaphrodites with 98.7% accuracy, whereas both male and female plants can be identified with 100% accuracy. Considering the label-free, non-invasive and non-destructive nature of RS, the developed optical sensing approach can transform cannabis farming in the U.S. and overseas.
大麻(L.)是一种雌雄异株的植物,既能产生雄花,也能产生雌花。在自然界中,雄性和雌性植物的出现频率几乎相等,这决定了物种的异交。在大麻种植中,由于高含量的大麻素,只偏爱雌性植物。除了不想要的雄性植物外,大麻的商业生产还面临着雌雄同体花序的出现,即表现出雌花和雄蕊的物种。这些植物可以与雌性植物杂交,同时产生不需要的种子。雌雄同体大麻的问题引发了对分析工具的研究,这些工具可以用于快速检测和识别。在这项研究中,我们调查了拉曼光谱(RS)的潜力,这是一种新兴的传感技术,可以用于探测植物的生物化学。我们的结果表明,雄性、雌性和雌雄同体大麻植物的生物化学有很大的不同,这使得它们可以使用手持式拉曼光谱仪进行确认鉴定。此外,机器学习方法的结合可以实现 98.7%的准确率来识别雌雄同体,而雄性和雌性植物都可以达到 100%的准确率。考虑到 RS 具有无标记、非侵入性和非破坏性的特点,开发的光学传感方法可以改变美国和海外的大麻种植方式。