Genetic diversity of kale (Brassica oleracea L. var acephala) using agro-morphological and simple sequence repeat (SSR) markers
Genet Resour Crop Evol
https://doi.org/10.1007/s10722-023-01686-6
RESEARCH ARTICLE
Genetic diversity of kale (Brassica oleracea L. var acephala)
using agro‑morphological and simple sequence repeat (SSR)
markers
Barbara Pipan · Mohamed Neji ·
Vladimir Meglič · Lovro Sinkovič
Received: 18 May 2023 / Accepted: 12 July 2023
© The Author(s) 2023
Abstract Kale (Brassica oleracea. var. acephala)
is a nutrient-rich green leafy vegetable consumed
as food and used in traditional medicine worldwide.
An essential step in describing the available genetic
resources and ensuring their effective use in breeding programs is to characterize the genetic diversity
of available germplasm. In this study, the genetic
diversity and structure of 26 kale accessions from
South-East Europe were examined using 26 agromorphological traits collected in the field and 12 simple sequence repeat (SSR) markers. Considerable
agro-morphological variability was found in most
quantitative (CV = 17.26–42.42%) and qualitative
(H’ = 0.61–1.79) traits. Multifactorial analysis (MFA)
showed that country of origin (33.01%) and morphotype (32.30%) significantly influenced kale diversification. Leaf blade shape (20.62%), leaf incision
(19.43%), anthocyanin distribution (16.43%), and
leaf colour (15.55%) were the traits that most clearly
differentiated accessions. The three common commercial kale cultivars were identified as independent
outliers that differed from the other kale accessions in
Supplementary Information The online version
contains supplementary material available at https://doi.
org/10.1007/s10722-023-01686-6.
B. Pipan (*) · M. Neji · V. Meglič · L. Sinkovič
Crop Science Department, Agricultural Institute
of Slovenia, Hacquetova ulica 17, 1000 Ljubljana,
Slovenia
e-mail:
both MFA and UPGMA clustering analysis. The SSR
markers were highly informative with 108 alleles and
polymorphic information content ranging from 0.395
to 0.856. Strong genetic diversity was detected at the
accession level (H’ = 0.58) while genetic differentiation was low (Fst = 0.05). Similar to UPGMA clustering, Bayesian clustering suggests that the kale collection can be divided into four clusters with a high
degree of admixture and no geographic grouping pattern is apparent. Overall, the study showed that the
kale collection studied represents a valuable reservoir
of genetic and agro-morphological variability that
could be used for future breeding initiatives.
Keywords Kale · Genetic differentiation · Allelic
diversity · SSR markers · Plant descriptors
Introduction
The diploid species (2n = 18) Brassica oleracea L.
(Brassicaceae), the most diverse species in the genus
Brassica, includes several vegetable crops with a
long history of cultivation and domestication worldwide, such as cauliflower, cabbage, broccoli, Brussels
sprouts, kohlrabi, and kale (Golicz et al. 2016). In
particular, kale leaves (B. oleracea var. acephala) has
attracted great interest due to its excellent nutritional
value compared to other crops. It is considered an
ideal source of vitamins, essential minerals, and fatty
acids (Pathirana et al. 2017). Therefore, it occupies
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Genet Resour Crop Evol
a privileged position in the cuisine and diet of European, Asian and American populations (Gonçalves
et al. 2012). Moreover, it is widely used in traditional
medicine for the treatment of rheumatism, liver diseases, eye problems, bone weakness, anaemia, and
obesity (Gonçalves et al. 2012; Kuerban et al. 2017;
Thavarajah et al. 2016) and also as an animal feed
(Cartea et al. 2003).
Brassica species are known as a highly diverse
group of plants due to their ability of spontaneous
cross-pollination and gene flow among sexually compatible relatives (Meglič and Pipan 2018; Pipan et al.
2013, 2011). B. oleracea var. acephala is classified
into different morphotypes based on morphological
characteristics. For example, kale (B. oleracea L. var.
acephala DC.) has dark green and crinkled leaves,
Scotch kale (B. oleracea L. var. acephala (DC.) Alef.
var. sabellica L.) is characterized by grey-green and
highly crinkled and wrinkled leaves, while Marrow
stem kale (B. oleracea L. var. acephala (DC.) Alef.
var. medullosa L.) is characterized by a soft and thick
stem and different leaf types. In addition to variation
among morphotypes, populations/cultivars within the
same morphotype may also exhibit wide morphological variation due to a long history of domestication
and adaptation to environmental conditions (Hahn
et al. 2022). According to Hahn et al. (2022), three
types of kale are distinguished according to their origin: curly kale (Scotch type, Brassica oleracea covar.
acephala var. sabellica), Italian kale (Lacinato type,
Brassica oleracea covar. acephala var. palmifolia),
and collard (Brassica oleracea covar. acephala var.
viridis). Indeed, in B. oleracea var. acephala, large
morphological variation could occur both within populations as a result of cross-pollination and between
populations due to extensive selection by farmers
and/or adaptation to local environments (Cartea et al.
2003; Šamec et al. 2019a; Thavarajah et al. 2016).
Detailed agro-morphological characterization and
assessment of patterns of genetic variability based
on quantitative and qualitative traits is the first and
crucial step in describing available genetic resources
and their efficient use in breeding programs (Balkaya
and Yanmaz 2005; Oumata et al. 2023). However,
although agro-morphological traits can be controlled
at the genetic level, they may be nonspecific and nonpolymorphic, and their variation could be strongly
influenced by environmental factors (Choudhury
et al. 2022; Petit et al. 2020; Terlević et al. 2023). In
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contrast, DNA-based molecular markers are stable,
intact, abundant in the genome, and free from environmental influences. Therefore, they are a powerful
tool not only for comprehensive depiction the genetic
diversity patterns, but also for other advanced analyses such as gene mapping and molecular markerassisted breeding (Zhu et al. 2019). Although various molecular markers have been developed to date,
simple requence Repeats (SSRs) or microsatellites
remain the most attractive for genetic variability
research and plant breeding because they are codominantly inherited, abundant, multi-allelic and highly
polymorphic (Riangwong et al. 2020; Rivera et al.
2016), and are also easy to handle in the laboratory or automated by capillary sequencers (Schuelke
2000). Therefore, assessment of genetic variation
using agro-morphological traits and SSR markers has
proven to be a very powerful approach for genetic
resources management, utilization, and conservation
in many crops, including chickpea (Ghaffari et al.
2014), tomato (Mercati et al. 2015), pepper (Rivera
et al. 2016), leafy mustard (Sharma et al. 2020), and
cauliflower (Rakshita et al. 2021).
In the present study, a large set of quantitative
and qualitative agro-morphological traits and (...truncated)