Skip to main content
Log in

Intra species diversity of Helicoverpa armigera (Hübner) (Lepidoptera: Noctuidae) in relation to geography and host plants affiliation in Uttarakhand Himalayan population, India

  • Original Article
  • Published:
Phytoparasitica Aims and scope Submit manuscript

Abstract

The gram pod borer, Helicoverpa armigera (Hübner) is the insect pest of global agricultural importance due to its wide host range and cosmopolitan distribution, which is supported by a strong genetic base. This paper presents genetic diversity of the pest population feeding on different hosts (inter-host) and geographic locations (inter-location) in Uttarakhand Himalayas, India and their micro-evolutionary consequences. A total of 21 inter-host and 17 inter-location populations were studied using both nuclear (SSR markers i.e., 1st tier) and mitochondrial genes (cytochrome b i.e., 2nd tier). In case of inter-host populations, grouping was observed in relation to crop season (Kharif and Rabi), sequential growing of the crops and association of crops with weeds and concurrence of crop growth stages. Interestingly, in both the nuclear and mitogenome analysis, the wheat population stood separate as a major cluster, which might be due to its adaptation towards the crop in recent past in the region. Although there is a differential grouping in SSR and cytb based clustering in inter-location populations, high altitude populations stand separate. The study illustrates ecological and evolutionary driven behavioural adaptations in H. armigera populations in Uttarakhand Himalayan population, India.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

Availability of data and material

All specimens were deposited to Department of Entomology, Pantnagar.

Code availability

Not applicable.

References

  • Anderson, P., Hilker, M., Hansson, B. S., Bombosch, S., Klein, B., & Schildknecht, H. (1993). Oviposition deterring components in larval frass of Spodoptera littoralis (Boisd.) (Lepidoptera: Noctuidae): a behavioural and electrophysiological evaluation. Journal of Insect Physiology, 39(2), 129–137.

    Article  CAS  Google Scholar 

  • Anderson, C. J., Tay, W. T., McGaughran, A., Gordon, K., & Walsh, T. K. (2016). Population structure and gene flow in the global pest, Helicoverpa Armigera. Molecular Ecology, 25(21), 5296–5311.

    Article  CAS  PubMed  Google Scholar 

  • Asokan, R., Nagesha, S. N., Manamohan, M., Krishnakumar, N. K., Mahadevaswamy, H. M., Rebijith, K. B., Prakash, M. N., & Chandra, G. S. (2012). Molecular diversity of Helicoverpa armigera Hübner (Noctuidae: Lepidoptera) in India. Oriental Insects, 46(2), 130–143.

    Article  Google Scholar 

  • Bale, J. S., Masters, G. J., Hodkinson, I. D., Awmack, C., Bezemer, T. M., Brown, V. K., Butterfield, J., Buse, A., Coulson, J. C., Farrar, J., & Good, J. E. (2002). Herbivory in global climate change research: Direct effects of rising temperature on insect herbivores. Global Change Biology, 8(1), 1–16.

    Article  Google Scholar 

  • Behere, G. T., Tay, W. T., Russell, D. A., Heckel, D. G., Appleton, B. R., Kranthi, K. R., & Batterham, P. (2007). Mitochondrial DNA analysis of field populations of Helicoverpa armigera (Lepidoptera: Noctuidae) and of its relationship to H. zea. BMC Evolutionary Biology, 7(1), 1–10.

    Article  Google Scholar 

  • Bentz, B. J., Bracewell, R. R., Mock, K. E., & Pfrender, M. E. (2011). Genetic architecture and phenotypic plasticity of thermally-regulated traits in an eruptive species, Dendroctonus ponderosae. Evolutionary Ecology, 25(6), 1269–1288.

    Article  Google Scholar 

  • Broadley, R. H. (1984). Seasonal incidence and parasitism of Heliothis spp. (Lepidoptera: Noctuidae) larvae in South Queensland sunflowers. Australian Journal of Entomology, 23(2), 145–146.

    Article  Google Scholar 

  • Celorio-Mancera, M. D. L. P., Heckel, D. G., & Vogel, H. (2012). Transcriptional analysis of physiological pathways in a generalist herbivore: responses to different host plants and plant structures by the cotton bollworm, Helicoverpa armigera. Entomologia Experimentalis et Applicata, 144(1), 123–133.

    Article  Google Scholar 

  • Cubero, J., Martinez, M. C., Llop, P., & López, M. M. (1999). A simple and efficient PCR method for the detection of Agrobacterium tumefaciens in plant tumours. Journal of Applied Microbiology, 86(4), 591–602.

    Article  CAS  PubMed  Google Scholar 

  • Cunningham, J. P., Zalucki, M. P., & West, S. A. (1999). Learning in Helicoverpa armigera (Lepidoptera: Noctuidae): A new look at the behaviour and control of a polyphagous pest. Bulletin of Entomological Research, 89, 201–207.

    Article  Google Scholar 

  • Daly, J. C. (1989). The use of electrophoretic data in a study of gene flow in the pest species Heliothis armigera (Hübner) and H. punctigera Wallengren (Lepidoptera: Noctuidae). In H. D. Loxdale & J. den Hollander (Eds.), Electrophoretic studies on agricultural pests Systematics Special (Vol. 39, pp. 115–141). Clarendon press.

    Google Scholar 

  • David, J. R., & Capy, P. (1988). Genetic variation of Drosophila melanogaster natural populations. Trends in Genetics, 4(4), 106–111.

    Article  CAS  PubMed  Google Scholar 

  • Endersby, N. M., Hoffmann, A. A., McKechnie, S. W., & Weeks, A. R. (2007). Is there genetic structure in populations of Helicoverpa armigera from Australia? Entomologia Experimentalis et Applicata, 122(3), 253–263.

    Article  CAS  Google Scholar 

  • Feng, H. Q., Wu, K. M., Cheng, D. F., & Guo, Y. Y. (2004). Northward migration of Helicoverpa armigera (Lepidoptera: Noctuidae) and other moths in early summer observed with radar in northern China. Journal of Economic Entomology, 97(6), 1874–1883.

    Article  PubMed  Google Scholar 

  • Feng, H. Q., Wu, K. M., Ni, Y. X., Cheng, D. F., & Guo, Y. Y. (2005). Return migration of Helicoverpa armigera (Lepidoptera: Noctuidae) during autumn in Northern China. Bulletin of Entomological Research, 95(4), 361.

    Article  PubMed  Google Scholar 

  • Feng, H., Wu, X., Wu, B., & Wu, K. (2009). Seasonal migration of Helicoverpa armigera (Lepidoptera: Noctuidae) over the Bohai sea. Journal of Economic Entomology, 102(1), 95–104.

    Article  PubMed  Google Scholar 

  • Firempong, S., & Zalucki, M. P. (1989a). Host plant preferences of populations of Helicoverpa armigera (Hübner) (Lepidoptera, Noctuidae) from different geographic locations. Australian Journal of Zoology, 37(6), 665–673.

    Article  Google Scholar 

  • Firempong, S., & Zalucki, M. P. (1989b). Host plant-selection by Helicoverpa armigera (Hübner) (Lepidoptera, Noctuidae)-Role of certain plant attributes. Australian Journal of Zoology, 37(6), 675–683.

    Article  Google Scholar 

  • Gasteiger, E., Gattiker, A., Hoogland, C., Ivanyi, I., Appel, R. D., & Bairoch, A. (2003). ExPASy: The proteomics server for in-depth protein knowledge and analysis. Nucleic Acids Research, 31(13), 3784–3788.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gilligan, P. (2014). LepIntercept, An identification resource for intercepted Lepidoptera larvae. Identification Technology Program (ITP), USDA-APHIS-PPQ-S&T. Accessed at www.lepintercept.org

  • Hoffmann, A. A., Sørensen, J. G., & Loeschcke, V. (2003). Adaptation of Drosophila to temperature extremes: Bringing together quantitative and molecular approaches. Journal of Thermal Biology, 28(3), 175–216.

    Article  Google Scholar 

  • Holder, P. W., Armstrong, K., Van Hale, R., Millet, M. A., Frew, R., Clough, T. J., & Baker, J. A. (2014). Isotopes and trace elements as natal origin markers of Helicoverpa armigera–an experimental model for biosecurity pests. PLoS ONE, 9(3), 92384.

    Article  Google Scholar 

  • Jaccard, P. (1908). Nouvelles recherches sur la distribution florale. Bulletin De La Société Vaudoise Des Sciences Naturelles, 44, 223–270.

    Google Scholar 

  • Ji, Y. J., Zhang, D. X., Hewitt, G. M., Kang, L., & Li, D. M. (2003). Polymorphic microsatellite loci for the cotton bollworm Helicoverpa armigera (Lepidoptera: Noctuidae) and some remarks on their isolation. Molecular Ecology Notes, 3(1), 102–104.

    Article  CAS  Google Scholar 

  • Karowe, D. N. (1989). Differential effect of tannic acid on two tree-feeding Lepidoptera: Implications for theories of plant anti-herbivore chemistry. Oecologia, 80(4), 507–512.

    Article  PubMed  Google Scholar 

  • Khiaban, N. G. M. Z., Hejazi, M. S., Irani-Nejad, K. H., Mohammadi, S. A., & Khaghaninia, S. (2010a). Genetic variability of geographical populations of the bollworm, Helicoverpa armigera Hübner (Lepidoptera: Noctuidae), in West and Northwest of Iran. Munis Entomology & Zoology, 5(2), 670–676.

    Google Scholar 

  • Khiaban, N. G. M. Z., Haddad Irani Nejad, K., Hejazi, M. S., Mohammadi, S. A., & Sokhandan, N. (2010b). A geometric morphometric study on the host populations of the pod borer, Helicoverpa armigera (Hübner)(Lepidoptera: Noctuidae) In some parts of Iran. Munis Entomology & Zoology, 5(1), 140–147.

    Google Scholar 

  • Klok, C. J., & Chown, S. L. (2003). Resistance to temperature extremes in sub-Antarctic weevils: Interspecific variation, population differentiation and acclimation. Biological Journal of the Linnean Society, 78(3), 401–414.

    Article  Google Scholar 

  • Kranthi, K. R., Dhawad, C. S., Naidu, S. R., Mate, K., Behere, G. T., Wadaskar, R. M., & Kranthi, S. (2006). Inheritance of resistance in Indian Helicoverpa armigera (Hübner) to Cry1Ac toxin of Bacillus thuringiensis. Crop Protection, 25(2), 119–124.

    Article  CAS  Google Scholar 

  • Kriticos, D. J., Ota, N., Hutchison, W. D., Beddow, J., Walsh, T., Tay, W. T., Borchert, D. M., Paula-Moreas, S. V., Czepak, C., & Zalucki, M. P. (2015). The potential distribution of invading Helicoverpa armigera in North America: Is it just a matter of time? PLoS ONE, 10(3), 0119618.

    Article  Google Scholar 

  • Kumar, S., & Saini, R. K. (2007). Moth emergence pattern of Helicoverpa armigera (Hübner) (Lepidoptera: Noctuidae) in cotton ecosystem. Journal of Entomological Research, 31(1), 5.

    Google Scholar 

  • Kumar, M., Mishra, G. P., Singh, R., Kumar, J., Naik, P. K., & Singh, S. B. (2009). Correspondence of ISSR and RAPD markers for comparative analysis of genetic diversity among different apricot genotypes from cold arid deserts of trans-Himalayas. Physiology and Molecular Biology of Plants, 15(3), 225–236.

    Article  PubMed  PubMed Central  Google Scholar 

  • Martiny, J. B. H., Bohannan, B. J., Brown, J. H., Colwell, R. K., Fuhrman, J. A., Green, J. L., Horner-Devine, M. C., Kane, M., Krumins, J. A., Kuske, C. R., & Morin, P. J. (2006). Microbial biogeography: Putting microorganisms on the map. Nature Reviews Microbiology, 4(2), 102–112.

    Article  CAS  PubMed  Google Scholar 

  • Mohammadi, D., Abad, R. P., Rashidi, M. R., & Mohammadi, S. A. (2010). Study of cotton bollworm, Helicoverpa armigera Hübner (Lepidoptera: Noctuidae) using Dyar’s rule. Munis Entomology & Zoology, 5(1), 216–224.

    Google Scholar 

  • Murúa, M. G., Cazado, L. E., Casmuz, A., Herrero, M. I., Villagrán, M. E., Vera, A., Sosa-Gómez, D. R., & Gastaminza, G. (2016). Species from the Heliothinae complex (Lepidoptera: Noctuidae) in Tucumán, Argentina, an update of geographical distribution of Helicoverpa armigera. Journal of Insect Science, 16(1), 1–7.

    Article  Google Scholar 

  • Mwalusepo, S., Tonnang, H. E., Massawe, E. S., Okuku, G. O., Khadioli, N., Johansson, T., Calatayud, P. A., Le, Ru., & B. P. (2015). Predicting the impact of temperature change on the future distribution of maize stem borers and their natural enemies along East African mountain gradients using phenology models. PLoS ONE, 10, 0130427.

    Article  Google Scholar 

  • Nei, M., & Kumar, S. (2000). Molecular evolution and phylogenetics (pp. 1–318). Oxford University Press.

    Google Scholar 

  • Nibouche, S., Buès, R., Toubon, J. F., & Poitout, S. (1998). Allozyme polymorphism in the cotton bollworm Helicoverpa armigera (Lepidoptera: Noctuidae): Comparison of African and European populations. Heredity, 80(4), 438–445.

    Article  CAS  Google Scholar 

  • Nogués-Bravo, D., Araújo, M. B., Errea, M. P., & Martinez-Rica, J. P. (2007). Exposure of global mountain systems to climate warming during the 21st Century. Global Environmental Change, 17(3–4), 420–428.

    Article  Google Scholar 

  • Ongamo, G. O., Le Rü, B. P., Dupas, S., Moyal, P., Calatayud, P. A., & Silvain, J. F. (2006). Distribution, pest status and agro-climatic preferences of lepidopteran stem borers of maize in Kenya. In Annales de la Société Entomologique de France, 42(2), 171–177.

    Article  Google Scholar 

  • Parmesan, C. (2007). Influences of species, latitudes and methodologies on estimates of phenological response to global warming. Global Change Biology, 13(9), 1860–1872.

    Article  Google Scholar 

  • Patel, C. (2016). Preliminary studies on seasonal incidence and growth parameters of Helicoverpa armigera (Hübner) on wheat at Pantnagar. Thesis, M. Sc. G.B. Pant University of Agriculture and Technology, Pantnagar. 108p.

  • Powell, W. W., Koput, K. W., & Smith-Doerr, L. (1996). Inter-organizational collaboration and the locus of innovation: Networks of learning in biotechnology. Administrative Science Quarterly, 41, 116–145.

    Article  Google Scholar 

  • Ravi, K. C., Mohan, K. S., Manjunath, T. M., Head, G., Patil, B. V., Greba, D. A., Premalatha, K., Peter, J., & Rao, N. G. V. (2005). Relative abundance of Helicoverpa armigera (Lepidoptera: Noctuidae) on different host crops in India and the role of these crops as natural refuge for Bacillus thuringiensis cotton. Environmental Entomology, 34(1), 59–69.

    Article  Google Scholar 

  • Rice, W. R. (1987). Speciation via habitat specialization: The evolution of reproductive isolation as a correlated character. Evolutionary Ecology, 1(4), 301–314.

    Article  Google Scholar 

  • Roderick, G. K. (1996). Geographic structure of insect populations: Gene flow, phylogeography, and their uses. Annual Review of Entomology, 41(1), 325–352.

    Article  CAS  PubMed  Google Scholar 

  • Rohlf, F. J. (1998). NTSYSpc: Numerical taxonomy and multivariate analysis system. Version 2.02. Exeter Software, Setauket.

  • Rzhetsky, A., & Nei, M. (1992). A simple method for estimating and testing minimum evolution trees. Molecular Biology and Evolution, 9(5), 945–967.

    CAS  Google Scholar 

  • Saha, D., Mukhopadhyay, A., & Bahadur, M. (2012). Genetic diversity of Empoasca flavescens Fabricius (Homoptera: Cicadellidae), an emerging pest of tea from sub-Himalayan plantations of West Bengal, India. Proceedings of the Zoological Society, 65(2), 126–131.

    Article  Google Scholar 

  • Saitou, N., & Nei, M. (1987). The Neighbor-Joining Method-a new method for reconstructing phylogenetic trees. Molecular Biology and Evolution, 4(4), 406–425.

    CAS  PubMed  Google Scholar 

  • Sambrook, J., Fritschi, E. F., & Maniatis, T. (1989). Molecular cloning: A laboratory manual. Cold Spring Harbor Laboratory Press.

    Google Scholar 

  • Sarate, P. J., Tamhane, V. A., Kotkar, H. M., Ratnakaran, N., Susan, N., Gupta, V. S., & Giri, A. P. (2012). Developmental and digestive flexibilities in the midgut of a polyphagous pest, the cotton bollworm, Helicoverpa armigera. Journal of Insect Science, 12(1), 42.

    CAS  PubMed  PubMed Central  Google Scholar 

  • Scott, K. D., Wilkinson, K. S., Merritt, M. A., Scott, L. J., Lange, C. L., Schutze, M. K., Kent, J. K., Merritt, D. J., Grundy, P. R., & Graham, G. C. (2003). Genetic shifts in Helicoverpa armigera Hübner (Lepidoptera: Noctuidae) over a year in the Dawson/Callide Valleys. Australian Journal of Agricultural Research, 54(8), 739–744.

    Article  Google Scholar 

  • Scriber, J. M., Larsen, M. L., Allen, G. R., Walker, P. W., & Zalucki, M. P. (2008). Interactions between Papilionidae and ancient Australian angiosperms: Evolutionary specialization or ecological monophagy? Entomologia Experimentalis et Applicata, 128(1), 230–239.

    Article  Google Scholar 

  • Sharma, H. C. (2001). Cotton Bollworm/Legume pod borer, Helicoverpa armigera (Hübner) (Lepidoptera: Noctuidae): Biology and Management, Crop protection compendium: CAB International Wallingford. 72.

  • Shravankumar, R., & Jagdishwar Reddy, D. (2004). Insecticide resistance to Helicoverpa armigera (Hübner) on three host crops. Indian Journal of Plant Protection, 32, 136–138.

    Google Scholar 

  • Sievers, F., Wilm, A., Dineen, D., Gibson, T. J., Karplus, K., Li, W., Lopez, R., McWilliam, H., Remmert, M., Söding, J., & Thompson, J. D. (2011). Fast, scalable generation of high-quality protein multiple sequence alignments using Clustal Omega. Molecular Systems Biology, 7(1), 539.

    Article  PubMed  PubMed Central  Google Scholar 

  • Silva-Brandão, K. L., Silva, O. A. B. N. E., Brandao, M. M., Omoto, C., & Sperling, F. A. (2015). Genotyping-by-sequencing approach indicates geographic distance as the main factor affecting genetic structure and gene flow in Brazilian populations of Grapholita molesta (Lepidoptera, Tortricidae). Evolutionary Applications, 8(5), 476–485.

    Article  PubMed  PubMed Central  Google Scholar 

  • Sneath, P. H. A., & Sokal, R. R. (1973). Numerical Taxonomy: The Principles and practice of numerical classification (p. 573). Freeman.

    Google Scholar 

  • Subbanna, A. R. N. S., Srivastava, R. M., Ahmad, M. A., More, S. P., & Kalyanbabu, B. (2015). Phylogeny of Helicoverpa armigera (Noctuidae: Lepidoptera) populations from Uttarakhand Himalayas as revealed by partial cytochrome oxidase I sequence. Journal of Experimental Zoology, India, 18(1), 157–163.

    Google Scholar 

  • Subramanian, S., & Mohankumar, S. (2006). Genetic variability of the bollworm, Helicoverpa armigera, occurring on different host plants. Journal of Insect Science, 6, 1–8.

    Article  CAS  PubMed  Google Scholar 

  • Tamura, K., Dudley, J., Nei, M., & Kumar, S. (2007). MEGA4: molecular evolutionary genetics analysis (MEGA) software version 4.0. Molecular Biology and Evolution, 24(8), 1596–1599.

    Article  CAS  PubMed  Google Scholar 

  • Tamura, K., Nei, M., & Kumar, S. (2004). Prospects for inferring very large phylogenies by using the neighbor joining method. Proceedings of the National Academy of Sciences (USA), 101, 11030–11035.

    Article  CAS  Google Scholar 

  • Tan, S., Chen, X., Zhang, A., & Li, D. (2001). Isolation and characterization of DNA microsatellite from cotton bollworm (Helicoverpa armigera, Hübner). Molecular Ecology Notes, 1(4), 243–244.

    Article  CAS  Google Scholar 

  • Tay, W. T., Soria, M. F., Walsh, T., Thomazoni, D., Silvie, P., Behere, G. T., Anderson, C., & Downes, S. (2013). A brave new world for an old world pest: Helicoverpa armigera (Lepidoptera: Noctuidae) in Brazil. PLoS ONE, 8, 80134.

    Article  Google Scholar 

  • Tay, W. T., Walsh, T. K., Downes, S., Anderson, C., Jermiin, L. S., Wong, T. K., Piper, M. C., Chang, E. S., Macedo, I. B., Czepak, C., & Behere, G. T. (2017). Mitochondrial DNA and trade data support multiple origins of Helicoverpa armigera (Lepidoptera, Noctuidae) in Brazil. Scientific Reports, 7(1), 1–10.

    Article  Google Scholar 

  • Via, S. (1990). Ecological genetics and host adaptation in herbivorous insects: The experimental study of evolution in natural and agricultural systems. Annual Review of Entomology, 35(1), 421–446.

    Article  CAS  PubMed  Google Scholar 

  • Wakil, W., Ghazanfar, M. U., Sahi, S. T., Kwon, Y. J., & Qayyum, M. A. (2011). Effect of modified meridic diet on the development and growth of tomato fruitworm Helicoverpa armigera (Lepidoptera: Noctuidae). Entomological Research, 41(3), 88–94.

    Article  Google Scholar 

  • Wilson, R. J., Gutiérrez, D., Gutiérrez, J., Martínez, D., Agudo, R., & Monserrat, V. J. (2005). Changes to the elevational limits and extent of species ranges associated with climate change. Ecology Letters, 8(11), 1138–1146.

    Article  PubMed  Google Scholar 

  • Wu, K., Guo, Y., & Lv, N. (1999). Geographic variation in susceptibility of Helicoverpa armigera (Lepidoptera: Noctuidae) to Bacillus thuringiensis insecticidal protein in China. Journal of Economic Entomology, 92(2), 273–278.

    Article  Google Scholar 

Download references

Acknowledgements

Authors’ are thankful to Departments of Entomology, Genetics and Plant Breeding, College of Agriculture, GBPUAT, Pantnagar and Director, ICAR-Vivekananda Institute of Hill Agriculture, Almora, Uttarakhand and in-charge of CRC, VRC and HRC of GBPUAT, Pantnagar for providing us constant support during the entire research. This study is a part of the Ph.D. thesis conducted by the Dr. M.S. Sai Reddy, RPCAU, Bihar.

Author information

Authors and Affiliations

Authors

Contributions

Sai Reddy MS: Planned and executed the research.

Agnihotri M: Supervised and guided the research.

Jaiswal JP: Molecular experimentation and Laboratory facilities.

Subbanna ARNS: Sample collection and DNA Extraction, Laboratory facilities, Molecular analysis.

Karthik S: Sample collection and data analysis.

Corresponding author

Correspondence to Morthala Shankara Sai Reddy.

Ethics declarations

Ethical approval

Not applicable.

Consent for publication

All authors have consented for submission.

Conflict of interest/Competing interests

The authors declare no conflict of interests.

Additional information

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOC 7596 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Reddy, M.S.S., Agnihotri, M., Jaiswal, J.P. et al. Intra species diversity of Helicoverpa armigera (Hübner) (Lepidoptera: Noctuidae) in relation to geography and host plants affiliation in Uttarakhand Himalayan population, India. Phytoparasitica 50, 359–373 (2022). https://doi.org/10.1007/s12600-021-00972-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12600-021-00972-2

Keywords

Navigation