Understanding the effects of mammalian sex hormones in the in vitro regeneration of Chickpea (Cicer arietinum L.) using machine learning techniques DOI Creative Commons
Kamil Haliloğlu, Aras Türkoğlu, Alireza Pour‐Aboughadareh

и другие.

Research Square (Research Square), Год журнала: 2023, Номер unknown

Опубликована: Ноя. 14, 2023

Abstract The purpose of this study was to determine the effect certain mammalian sex hormones (MSH) as an alternative synthetic in chickpea (Cicer arietinum L.) tissue culture using mathematical models. In research four different types explants, including embryo, hypocotyl, plumule and radicle, were treated with concentrations (0, 0.1, 0.001 0.00001 µM) (17β-estradiol, estrogen, progesterone testosterone). It found that MSH their had a significant on formation morphogenesis. type explant significantly affected shoot root formation, concentration formation. Based results study, it concluded would be expedient use plumula source explants culture. As result, µM showed positive effects vitro medium. XGBoost model outperformed predicting all variables based high R-squared values, low mean square error, absolute deviation. Sensitivity analysis within revealed most influential variable for number undergoing morphogenesis (40.29%) shoots–forming (33.83%), while played role determining roots–forming (47.49%). Consequently, shown have potential cultivation chickpeas. Additionally, utilization effective forecasting outcomes facilitating optimization context.

Язык: Английский

Understanding the effects of mammalian sex hormones in the in vitro regeneration of Chickpea (Cicer arietinum L.) using machine learning techniques DOI Creative Commons
Kamil Haliloğlu, Aras Türkoğlu, Alireza Pour‐Aboughadareh

и другие.

Research Square (Research Square), Год журнала: 2023, Номер unknown

Опубликована: Ноя. 14, 2023

Abstract The purpose of this study was to determine the effect certain mammalian sex hormones (MSH) as an alternative synthetic in chickpea (Cicer arietinum L.) tissue culture using mathematical models. In research four different types explants, including embryo, hypocotyl, plumule and radicle, were treated with concentrations (0, 0.1, 0.001 0.00001 µM) (17β-estradiol, estrogen, progesterone testosterone). It found that MSH their had a significant on formation morphogenesis. type explant significantly affected shoot root formation, concentration formation. Based results study, it concluded would be expedient use plumula source explants culture. As result, µM showed positive effects vitro medium. XGBoost model outperformed predicting all variables based high R-squared values, low mean square error, absolute deviation. Sensitivity analysis within revealed most influential variable for number undergoing morphogenesis (40.29%) shoots–forming (33.83%), while played role determining roots–forming (47.49%). Consequently, shown have potential cultivation chickpeas. Additionally, utilization effective forecasting outcomes facilitating optimization context.

Язык: Английский

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