Scientia Agricultura Sinica ›› 2026, Vol. 59 ›› Issue (18): 4056-4075.doi: 10.3864/j.issn.0578-1752.2026.18.009

• SPECIAL FOCUS: MECHANISM ANALYSIS, TECHNOLOGY OPTIMIZATION AND DECISION-MAKING SUPPORT FOR PRECISION PREVENTION AND CONTROL OF AGRICULTURAL PESTS • Previous Articles     Next Articles

The Importance of Different Crop Types to the Hawkmoth-Host Plant Interaction Network in Beijing Area

LI HaoYuan1(), YANG CaiQing1(), CHEN Dan1, XU ZhenBang2, MEN YaHui1, GAO Fei1, ZHANG AiBing1()   

  1. 1 College of Life Sciences, Capital Normal University, Beijing 100048
    2 Institute of International Rivers and Eco-Security, Yunnan University, Kunming 650500
  • Received:2026-04-03 Accepted:2026-06-18 Online:2026-09-16 Published:2026-09-20
  • Contact: YANG CaiQing, ZHANG AiBing

Abstract:

【Objective】Hawkmoth larvae feed on the leaves of host plants, causing plant damage or even death, thereby posing a serious threat to regional agricultural and forestry development. This paper aims to reveal the potential importance of different types of economic crops to hawkmoth pests in Beijing area, identify the main hawkmoth pest species associated with each crop type, and propose prevention and control strategies.【Method】A hawkmoth-host plant interaction network in Beijing area was constructed. Network structure was analyzed using metrics such as connectance, nestedness, and modularity. The roles of individual nodes within the network’s modular structure were quantified using inter-module connectivity (c-value) and within-module degree (z-value). The impact of nodes on network robustness was assessed using secondary extinction curves. The Kruskal-Wallis test was employed to determine whether there were significant differences in the effects of different crop types on network robustness and modular structure. For hawkmoth species with high connectivity in the network, their dietary composition was analyzed, and prevention and control recommendations were proposed based on different crop types.【Result】The hawkmoth-host plant interaction network exhibited a connectance C=0.043, nestedness N=3.67, and modularity Q=0.668. The agricultural crop category contained two module hubs, the forestry crop category contained two module hubs, the medicinal crop category contained two module hubs and three connectors, the ornamental crop category contained two module hubs and two connectors, the native tree category contained three module hubs and one connector, the other crop category contained four module hubs and two connectors, and plants in the non-economic crop category were all peripheral nodes. There was no significant difference among crop categories in their impact on network robustness. However, the within-module degree of all economic crop categories was significantly higher than that of non-economic crops (agricultural crops: P=0.0015; forestry crops: P=0.0030; medicinal crops: P=0.0010; ornamental crops: P=0.0069; native trees: P=0.0006; other crops: P=0.0011).【Conclusion】The hawkmoth-host plant interaction network in Beijing area exhibits a sparse and dispersed interaction pattern. Different hawkmoth pests pose high potential risks to various economic crop types. For prevention and control efforts in Beijing area, species with high centrality in the network, such as Psilogramma increta and Agrius convolvuli, should be prioritized for control across all host plants. For all crop categories, in addition to the protection of key agricultural and forestry crops, other economic crops and native trees should also be included in the scope of protection. For individual crop types, specific control measures should target hawkmoth species that primarily feed on them. Furthermore, for hawkmoth species that have distribution records in Beijing area and potential host plants but currently have small population sizes, vigilance should be exercised regarding the risk of population outbreaks.

Key words: agricultural crop, forestry crop, Sphingidae insect, host plant, interaction network

Fig. 1

Hawkmoth-host plant interaction network of Beijing area"

Table 1

Crop categories and network roles of host plants"

科名
Family name
属名
Genus name
农业作物
Agricultural
crop
林业作物
Forestry
crop
药用作物
Medicinal
crop
观赏作物
Ornamental
crop
乡土树木
Indigenous
tree
其他作物
Other
crop
非经济作物
Non-econo-mic crop
节点属性
Network role
菊科Asteraceae 莴苣属Lactuca 边缘节点Peripheral node
五加科Araliaceae 常春藤属Hedera
忍冬科Caprifoliaceae 忍冬属Lonicera 连接者节点Connector node
败酱属Patrinia 边缘节点Peripheral node
锦带花属Weigela
荚蒾科Viburnaceae 荚蒾属Viburnum
冬青科Aquifoliaceae 冬青属Ilex
唇形科
Lamiaceae
紫珠属Callicarpa
大青属Clerodendrum 模块枢纽
Module hub
鞘蕊花属Coleus 边缘节点Peripheral node
紫苏属Perilla
牡荆属Vitex 模块枢纽Module hub
泡桐科
Paulowniaceae
泡桐属Paulownia 边缘节点Peripheral node
紫葳科Bignoniaceae 梓属Catalpa
芝麻科Pedaliaceae 芝麻属Sesamum
马鞭草科Verbenaceae 假连翘属Duranta
车前科
Plantaginaceae
金鱼草属Antirrhinum
柳穿鱼属Linaria
车前属Plantago
木樨科
Oleaceae
流苏树属Chionanthus
连翘属Forsythia
梣属Fraxinus
素馨属Jasminum
女贞属Ligustrum
木樨榄属Olea
木樨属Osmanthus
丁香属Syringa
茜草科
Rubiaceae
拉拉藤属Galium 连接者节点Connector node
栀子属Gardenia 边缘节点Peripheral node
野丁香属Leptodermis
水线草属Oldenlandia
鸡屎藤属Paederia
茜草属Rubia
白马骨属Serissa
茄科
Solanaceae
辣椒属Capsicum
烟草属Nicotiana
茄属Solanum
旋花科
Convolvulaceae
打碗花属Calystegia
旋花属Convolvulus
番薯属Ipomoea
鱼黄草属Merremia
猕猴桃科Actinidiaceae 猕猴桃属Actinidia
凤仙花科Balsaminaceae 凤仙花属Impatiens
绣球花科Hydrangeaceae 绣球属Hydrangea
山梅花属Philadelphus
马齿苋科Portulacaceae 马齿苋属Portulaca
石竹科Caryophyllaceae 繁缕属Stellaria
蓼科
Polygonaceae
萹蓄属Polygonum
酸模属Rumex
豆科
Fabaceae
落花生属Arachis
刀豆属Canavalia
大豆属Glycine
扁豆属Lablab
胡枝子属Lespedeza
菜豆属Phaseolus
豌豆属Pisum
葛属Pueraria
刺槐属Robinia
豇豆属Vigna
紫藤属Wisteria
蔷薇科
Rosaceae
山楂属Crataegus
枇杷属Eriobotrya
棣棠属Kerria
苹果属Malus
石楠属Photinia
李属Prunus
梨属Pyrus
蔷薇属Rosa
绣线菊属Spiraea
桑科
Moraceae
构属Broussonetia
榕属Ficus
橙桑属Maclura
桑属Morus
榆科
Ulmaceae
榆属Ulmus
榉属Zelkova
鼠李科
Rhamnaceae
鼠李属Rhamnus
枣属Ziziphus
胡颓子科Elaeagnaceae 胡颓子属Elaeagnus
桦木科
Betulaceae
桦木属Betula
鹅耳枥属Carpinus
榛属Corylus
胡桃科
Juglandaceae
山核桃属Carya
胡桃属Juglans 模块枢纽
Module hub
枫杨属Pterocarya 边缘节点Peripheral node
壳斗科
Fagaceae
栗属Castanea
栎属Quercus
杨柳科
Salicaceae
杨属Populus
柳属Salix
大戟科
Euphorbiaceae
铁苋菜属Acalypha
大戟属Euphorbia 连接者节点Connector node
酢浆草科Oxalidaceae 酢浆草属Oxalis 边缘节点Peripheral node
卫矛科Celastraceae 卫矛属Euonymus
锦葵科
Malvaceae
黄麻属Corchorus
梧桐属Firmiana
棉属Gossypium
锦葵属Malva
椴属Tilia
楝科Meliaceae 楝属Melia
无患子科Sapindaceae 槭属Acer
漆树科
Anacardiaceae
黄连木属Pistacia
盐麸木属Rhus
柳叶菜科
Onagraceae
柳兰属Chamerion
露珠草属Circaea
柳叶菜属Epilobium 连接者节点Connector node
倒挂金钟属Fuchsia 边缘节点Peripheral node
丁香蓼属Ludwigia
月见草属Oenothera
千屈菜科Lythraceae 千屈菜属Lythrum
牻牛儿苗科Geraniaceae 老鹳草属Geranium
葡萄科
Vitaceae
蛇葡萄属Ampelopsis
乌蔹莓属Causonis
地锦属Parthenocissus
葡萄属Vitis 模块枢纽
Module hub
虎耳草科Saxifragaceae 虎耳草属Saxifraga 边缘节点Peripheral node
悬铃木科Platanaceae 悬铃木属Platanus
小檗科Berberidaceae 小檗属Berberis
禾本科
Poaceae
白茅属Imperata
玉蜀黍属Zea
薯蓣科Dioscoreaceae 薯蓣属Dioscorea
天南星科
Araceae
魔芋属Amorphophallus
天南星属Arisaema
五彩芋属Caladium
芋属Colocasia
半夏属Pinellia
犁头尖属Typhonium
马蹄莲属Zantedeschia
松科
Pinaceae
落叶松属Larix
云杉属Picea
松属Pinus

Table 2

Degree and network roles of hawkmoths"

亚科名Subfamily name 种名Species name 度(连接数)Degree (number of links) 节点属性Network role
天蛾亚科Sphinginae 丁香天蛾Psilogramma increta 20 边缘节点
Peripheral node
长喙天蛾亚科Macroglossinae 芋双线天蛾Theretra oldenlandiae 19
天蛾亚科Sphinginae 白薯天蛾Agrius convolvuli 18
长喙天蛾亚科Macroglossinae 深色白眉天蛾Hyles gallii 17 连接者节点
Connector node
红天蛾Deilephila elpenor 16
天蛾亚科Sphinginae 芝麻鬼脸天蛾Acherontia styx 15 边缘节点
Peripheral node
长喙天蛾亚科Macroglossinae 八字白眉天蛾Hyles livornica 12
雀纹天蛾Theretra japonica 12
蒙古白肩天蛾Rhagastis mongoliana 10
目天蛾亚科Smerinthinae 红六点天蛾Marumba gaschkewitschii 9
天蛾亚科Sphinginae 红节天蛾Sphinx ligustri 9
目天蛾亚科Smerinthinae 榆绿天蛾Callambulyx tatarinovii 8
长喙天蛾亚科Macroglossinae 白环红天蛾Deilephila askoldensis 8
目天蛾亚科Smerinthinae 钩翅天蛾Mimas christophi 7
蓝目天蛾Smerinthus planus 7
豆天蛾Clanis bilineata 6
黄脉天蛾Laothoe amurensis 6
栗六点天蛾Marumba sperchius 5
锯翅天蛾亚科Langiinae 锯翅天蛾Langia zenzeroides 5
长喙天蛾亚科Macroglossinae 缺角天蛾Acosmeryx castanea 5
葡萄缺角天蛾Acosmeryx naga 5
葡萄天蛾Ampelophaga rubiginosa 5
目天蛾亚科Smerinthinae 裂斑鹰翅天蛾Ambulyx ochracea 4
核桃鹰翅天蛾Ambulyx schauffelbergeri 4
天蛾亚科Sphinginae 绒星天蛾Dolbina tancrei 4
长喙天蛾亚科Macroglossinae 条背线天蛾Cechetra lineosa 4
黑长喙天蛾Macroglossum pyrrhosticta 4
目天蛾亚科Smerinthinae 日本鹰翅天蛾Ambulyx japonica 3
构月天蛾Parum colligata 3
盾天蛾Phyllosphingia dissimilis 3
杨目天蛾Smerinthus caecus 3
天蛾亚科Sphinginae 晦暗松天蛾Hyloicus caligineus 3
绒天蛾Kentrochrysalis streckeri 3
长喙天蛾亚科Macroglossinae 纹背线天蛾Cechetra striata 3
咖啡透翅天蛾Cephonodes hylas 3
黑边天蛾Hemaris affinis 3
黄胫黑边天蛾Hemaris ottonis 3
后黄黑边天蛾Hemaris radians 3
青背长喙天蛾Macroglossum bombylans 3
小豆长喙天蛾Macroglossum stellatarum 3
葡萄昼天蛾Sphecodina caudata 3
目天蛾亚科Smerinthinae 托比鹰翅天蛾Ambulyx tobii 2
灰斑豆天蛾Clanis undulosa 2
甘蔗天蛾Leucophlebia lineata 2
黄边六点天蛾Marumba maackii 2
天蛾亚科Sphinginae 白须绒天蛾Kentrochrysalis sieversi 2
鼠天蛾Sphingulus mus 2
长喙天蛾亚科Macroglossinae 凸缘长喙天蛾Macroglossum nycteris 2
山锤天蛾Neogurelca montana 2
目天蛾亚科Smerinthinae 华南鹰翅天蛾Ambulyx kuangtungensis 1
晋陕六点天蛾Marumba fenzelii 1
小目天蛾Smerinthus minor 1
长喙天蛾亚科Macroglossinae 浅纹白眉天蛾Hyles exilis 1
长喙天蛾Macroglossum corythus 1
波斑长喙天蛾Macroglossum saga 1

Fig. 2

c-z values of host plant and hawkmoth nodes in the interaction network"

Fig. 3

Differences among crop types in their effects on network robustness, variability in robustness, and c-z values"

Fig. 4

Host plants consumed by the top 10 hawkmoth species ranked by the number of links"

Fig. 5

Host plants utilized by major hawkmoth pest species (ranked by the proportion of plant categories consumed)"

Table 3

Host plant preferences of hawkmoths across different plant categories"

寄主植物类别
Host plant category
类别内占比最高的天蛾
Hawkmoth species with the highest proportion
within each plant category
类别内食谱最宽的天蛾
Hawkmoth species with the broadest diet breadth
within each plant category
农业作物Agricultural crop 芝麻鬼脸天蛾Acherontia styx 芝麻鬼脸天蛾Acherontia styx
林业作物Forestry crop 红六点天蛾Marumba gaschkewitschii 红六点天蛾Marumba gaschkewitschii
药用作物Medicinal crop 雀纹天蛾Theretra japonica 深色白眉天蛾Hyles gallii
芋双线天蛾Theretra oldenlandiae
观赏作物Ornamental crop 红节天蛾Sphinx ligustri 丁香天蛾Psilogramma increta
乡土树木Indigenous tree 红节天蛾Sphinx ligustri 榆绿天蛾Callambulyx tatarinovii
红六点天蛾Marumba gaschkewitschii
钩翅天蛾Mimas christophi
蓝目天蛾Smerinthus planus
丁香天蛾Psilogramma increta
深色白眉天蛾Hyles gallii
其他作物Other crop 八字白眉天蛾Hyles livornica 深色白眉天蛾Hyles gallii
非经济作物Non-economic crop 芋双线天蛾Theretra oldenlandiae 白薯天蛾Agrius convolvuli
芋双线天蛾Theretra oldenlandiae
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