Keywords: decoding modules, transcriptome, deep learning, transcriptome analysis, root development, water deficit

Latest 30 Papers

Botanic Spectrum Analyser: A Deep Learning GUI for Plant Image Segmentation in Hyperspectral and RGB Phenotyping

Authors: Walsh, J. J., Gorgu, L., Cavel, E., Poulain, V., Gutierrez, L., Mangina, E., Negrao, S.

Date: 2025-09-17 · Version: 1

DOI: 10.1101/2025.09.14.676080

plant phenotyping image segmentation U‑Net hyperspectral imaging deep learning

An evolutionary leap in plant reproduction: From archegonia and motile sperm to embryo sacs and pollen tubes

Authors: Chen, D., Tang, L., Wang, F., Zhang, M., Zheng, S., Xia, M., Wu, Q., Cao, M., Jia, P., Guo, Y., Chen, F., Peng, X., Hu, J., Sun, M., Li, H., Zhang, L., Yang, W.

Date: 2025-08-06 · Version: 1

DOI: 10.1101/2025.08.04.668594

Model Organism: Ginkgo biloba

Ginkgo biloba reproductive transition transcriptome analysis pollen tube guidance MYB98-CRP-ECS module

Phenotypic scoring of Canola Blackleg severity using machine learning image analysis

Authors: Hu, Q., Anderson, S. N., Gardner, S., Ernst, T. W., Koscielny, C. B., Bahia, N. S., Johnson, C. G., Jarvis, A. C., Hynek, J., Coles, N., Falak, I., Charne, D. R., Ruidiaz, M. E., Linares, J. N., Mazis, A., Stanton, D. J.

Date: 2025-07-22 · Version: 1

DOI: 10.1101/2025.07.17.665372

Model Organism: Multi-species

blackleg disease canola (Brassica spp.)deep learning image-based phenotyping disease severity scoring

RegenPGC View: Semantic Segmentation of Perennial Groundcover Cropping Systems to Restore American Croplands

Authors: Meyering, B., Schlautman, B.

Date: 2025-07-06 · Version: 1

DOI: 10.1101/2025.07.03.663038

Model Organism: General

perennial groundcovers cover cropping deep learning convolutional neural network image‑based phenotyping

Tomato leaf transcriptomic changes promoted by long-term water scarcity stress can be largely prevented by a fungal-based biostimulant

Authors: Lopez-Serrano, L., Ferez-Gomez, A., Romero-Aranda, R., Jaime Fernandez, E., Leal Lopez, J., Fernandez Baroja, E., Almagro, G., Dolezal, K., Novak, O., Diaz, L., Bautista, R., Leon Morcillo, R. J., Pozueta Romero, J.

Date: 2025-06-28 · Version: 1

DOI: 10.1101/2025.06.26.661737

Model Organism: Solanum lycopersicum

water deficit Trichoderma harzianum culture filtrate tomato drought tolerance transcriptome

Ethylene Receptor Gain- and Loss-of-function Mutants Reveal an ETR1-dependent Transcriptional Network in Roots

Authors: White, M. G., Harkey, A., Muhlemann, J. K., Olex, A. L., Pfeffer, N. J., Houben, M., Binder, B., Muday, G. K.

Date: 2025-06-22 · Version: 3

DOI: 10.1101/2024.06.26.600793

Model Organism: Arabidopsis thaliana

ethylene signaling ETR1 root development gene regulatory network Arabidopsis

Unraveling the cis-regulatory code controlling abscisic acid-dependent gene expression in Arabidopsis using deep learning

Authors: Opdebeeck, H., Smet, D., Thierens, S., Minne, M., De Beukelaer, H., Zuallaert, J., Van Bel, M., Van Montagu, M., Degroeve, S., De Rybel, B., Vandepoele, K.

Date: 2025-06-06 · Version: 1

DOI: 10.1101/2025.06.03.657584

Model Organism: Arabidopsis thaliana

Abscisic acid Arabidopsis thaliana deep learning promoter motifs ABF binding sites

Physiological characterization in a somaclonal mutant for fruit shape derived from persimmon 'Hiratanenashi'

Authors: Horiuchi, A., Matsuzaki, R., Onoue, N., Ushijima, K., Kubo, Y., Akagi, T., Minamikawa, M. F.

Date: 2025-05-19 · Version: 1

DOI: 10.1101/2025.05.19.654774

Model Organism: Diospyros kaki

fruit shape persimmon (Diospyros kaki)elliptic Fourier descriptor transcriptome analysis WOX13

Integrative analysis of plant responses to a combination of water deficit, heat stress and eCO2 reveals a role for OST1 and SLAH3 in regulating stomatal responses

Authors: Pelaez-Vico, M. A., Sinha, R., Ghani, A., Lopez-Climent, M. F., Joshi, T., Fritschi, F. B., Zandalinas, S. I., Mittler, R.

Date: 2025-05-11 · Version: 1

DOI: 10.1101/2025.05.07.652739

Model Organism: Arabidopsis thaliana

Global Change Factor combination stomatal aperture regulation Arabidopsis thaliana water deficit heat stress

Transcriptomic and physiological responses of soybean plants subjected to a combination of water deficit and heat stress under field conditions

Authors: Sinha, R., Pelaez-Vico, M. A., Dhakal, S., Ghani, A., Myers, R., Verma, M., Shostak, B., Ogden, A., Krueger, C. B., Costa Netto, J. R., Zandalinas, S. I., Joshi, T., Fritschi, F. B., Mittler, R.

Date: 2025-05-11 · Version: 1

DOI: 10.1101/2025.05.07.652738

Model Organism: Glycine max

water deficit heat stress combined stress field transcriptomics soybean

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