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May 9, 2026Plants0 citationsOpen Access

Environmental Shaping Suitable Habitats and Quality of Lonicera macranthoides Hand.−Mazz.: Insights from MaxEnt, HPLC, Chemometrics, and Gene Expression Analysis

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NXNan XuCLCanfeng LongMZMeixin Zhou

Key Points

  • The study aims to predict suitable habitats for Lonicera macranthoides and assess the impact of environmental variables on its quality ingredients.
  • Predicted suitable habitats using the MaxEnt model based on environmental variables.
  • Assessed indicator ingredients through HPLC and chemometrics.
  • Analyzed gene expression related to chlorogenic acid biosynthesis using qRT-PCR under indoor and outdoor stress conditions.
  • Precipitation of the driest month significantly influenced habitat distribution.
  • Higher chlorogenic acid and saponins found in suitable habitats associated with soil, altitude, and precipitation.
  • Gene expression analysis revealed significant regulation under combined outdoor stress conditions.

Abstract

Lonicera macranthoides Hand.−Mazz. is a valuable medicinal plant in China and is used worldwide. This study aimed to predict its suitable habitats in China using the MaxEnt model, and to assess the effects of environmental variables on indicator ingredients (chlorogenic acid, macranthoidin B, and dipsacoside B) via HPLC and chemometrics. Furthermore, to explore the molecular mechanisms underlying environment−quality relationships, preliminary indoor versus outdoor stress experiments were conducted, analyzing the expression of chlorogenic acid biosynthetic genes using qRT−PCR. The results showed that precipitation of the driest month was the most influential variable affecting distribution. Currently, suitable areas are mainly located between 21° N and 33° N. During the Last Glacial Maximum (LGM), habitats were more expansive, whereas they contracted during the Mid−Holocene (MH). Future projections indicated habitat loss under the SSP585 scenario, which was partially mitigated under the SSP126 scenario by 2090 S. Higher contents of chlorogenic acid and saponins were found in suitable habitats and were associated with soil, altitude, and precipitation. Notably, outdoor combined stress (low temperature and low sunshine) significantly regulated the expression of LmPAL, LmCHS, LmCHI, LmC4H, LmCCoAOMT, and LmANS. This study serves as a scientific basis for the conservation, sustainable cultivation, and stress−oriented breeding of L. macranthoides in China.

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Cite This Study

Xu et al. (2026) studied this question.

synapsesocial.com/papers/69fecf49b9154b0b82876597https://doi.org/10.3390/plants15101425
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