Cargando…
Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew
Hyperspectral imaging has proved its potential for evaluating complex plant-pathogen interactions. However, a closer link of the spectral signatures and genotypic characteristics remains elusive. Here, we show relation between gene expression profiles and specific wavebands from reflectance during t...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6424429/ https://www.ncbi.nlm.nih.gov/pubmed/30889193 http://dx.doi.org/10.1371/journal.pone.0213291 |
_version_ | 1783404679621771264 |
---|---|
author | Kuska, Matheus Thomas Behmann, Jan Namini, Mahsa Oerke, Erich-Christian Steiner, Ulrike Mahlein, Anne-Katrin |
author_facet | Kuska, Matheus Thomas Behmann, Jan Namini, Mahsa Oerke, Erich-Christian Steiner, Ulrike Mahlein, Anne-Katrin |
author_sort | Kuska, Matheus Thomas |
collection | PubMed |
description | Hyperspectral imaging has proved its potential for evaluating complex plant-pathogen interactions. However, a closer link of the spectral signatures and genotypic characteristics remains elusive. Here, we show relation between gene expression profiles and specific wavebands from reflectance during three barley—powdery mildew interactions. Significant synergistic effects between the hyperspectral signal and the corresponding gene activities has been shown using the linear discriminant analysis (LDA). Combining the data sets of hyperspectral signatures and gene expression profiles allowed a more precise differentiation of the three investigated barley-Bgh interactions independent from the time after inoculation. This shows significant synergistic effects between the hyperspectral signal and the corresponding gene activities. To analyze this coherency between spectral reflectance and seven different gene expression profiles, relevant wavelength bands and reflectance intensities for each gene were computed using the Relief algorithm. Instancing, xylanase activity was indicated by relevant wavelengths around 710 nm, which are characterized by leaf and cell structures. HvRuBisCO activity underlines relevant wavebands in the green and red range, elucidating the coherency of RuBisCO to the photosynthesis apparatus and in the NIR range due to the influence of RuBisCO on barley leaf cell development. These findings provide the first insights to links between gene expression and spectral reflectance that can be used for an efficient non-invasive phenotyping of plant resistance and enables new insights into plant-pathogen interactions. |
format | Online Article Text |
id | pubmed-6424429 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-64244292019-04-02 Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew Kuska, Matheus Thomas Behmann, Jan Namini, Mahsa Oerke, Erich-Christian Steiner, Ulrike Mahlein, Anne-Katrin PLoS One Research Article Hyperspectral imaging has proved its potential for evaluating complex plant-pathogen interactions. However, a closer link of the spectral signatures and genotypic characteristics remains elusive. Here, we show relation between gene expression profiles and specific wavebands from reflectance during three barley—powdery mildew interactions. Significant synergistic effects between the hyperspectral signal and the corresponding gene activities has been shown using the linear discriminant analysis (LDA). Combining the data sets of hyperspectral signatures and gene expression profiles allowed a more precise differentiation of the three investigated barley-Bgh interactions independent from the time after inoculation. This shows significant synergistic effects between the hyperspectral signal and the corresponding gene activities. To analyze this coherency between spectral reflectance and seven different gene expression profiles, relevant wavelength bands and reflectance intensities for each gene were computed using the Relief algorithm. Instancing, xylanase activity was indicated by relevant wavelengths around 710 nm, which are characterized by leaf and cell structures. HvRuBisCO activity underlines relevant wavebands in the green and red range, elucidating the coherency of RuBisCO to the photosynthesis apparatus and in the NIR range due to the influence of RuBisCO on barley leaf cell development. These findings provide the first insights to links between gene expression and spectral reflectance that can be used for an efficient non-invasive phenotyping of plant resistance and enables new insights into plant-pathogen interactions. Public Library of Science 2019-03-19 /pmc/articles/PMC6424429/ /pubmed/30889193 http://dx.doi.org/10.1371/journal.pone.0213291 Text en © 2019 Kuska et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Kuska, Matheus Thomas Behmann, Jan Namini, Mahsa Oerke, Erich-Christian Steiner, Ulrike Mahlein, Anne-Katrin Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
title | Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
title_full | Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
title_fullStr | Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
title_full_unstemmed | Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
title_short | Discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
title_sort | discovering coherency of specific gene expression and optical reflectance properties of barley genotypes differing for resistance reactions against powdery mildew |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6424429/ https://www.ncbi.nlm.nih.gov/pubmed/30889193 http://dx.doi.org/10.1371/journal.pone.0213291 |
work_keys_str_mv | AT kuskamatheusthomas discoveringcoherencyofspecificgeneexpressionandopticalreflectancepropertiesofbarleygenotypesdifferingforresistancereactionsagainstpowderymildew AT behmannjan discoveringcoherencyofspecificgeneexpressionandopticalreflectancepropertiesofbarleygenotypesdifferingforresistancereactionsagainstpowderymildew AT naminimahsa discoveringcoherencyofspecificgeneexpressionandopticalreflectancepropertiesofbarleygenotypesdifferingforresistancereactionsagainstpowderymildew AT oerkeerichchristian discoveringcoherencyofspecificgeneexpressionandopticalreflectancepropertiesofbarleygenotypesdifferingforresistancereactionsagainstpowderymildew AT steinerulrike discoveringcoherencyofspecificgeneexpressionandopticalreflectancepropertiesofbarleygenotypesdifferingforresistancereactionsagainstpowderymildew AT mahleinannekatrin discoveringcoherencyofspecificgeneexpressionandopticalreflectancepropertiesofbarleygenotypesdifferingforresistancereactionsagainstpowderymildew |