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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kuska, Matheus Thomas, Behmann, Jan, Namini, Mahsa, Oerke, Erich-Christian, Steiner, Ulrike, Mahlein, Anne-Katrin
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