Morphological and Genetic Characterization of Local Maize Accessions from Emilia Romagna Region, Italy
Abstract
:1. Introduction
2. Materials and Methods
2.1. Germplasm
2.2. DNA Extraction and PCR Amplification
2.3. Molecular Marker Data Analysis
3. Results and Discussion
Historical and Morphological Characterization of Germplasm
4. Genetic Characterization of Accessions
5. Cluster Analysis and Phylogenetic Tree
6. Structure Analysis
7. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Accession | Accession Name | Sampling Location | Plant Height (cm) | Ear Height (cm) | Tasseling (GDD) | Physiological Maturity (GDD) |
---|---|---|---|---|---|---|
EMR01 | Mais Tagliolino di Vetto | Vetto (Reggio Emilia, Italy) | 232 | 114 | 692 | 1446 |
EMR03 | Mais Cinquantino Rosso di Ramiseto | Frazione Ramiseto, Ventasso (Reggio Emilia, Italy) | 222 | 111 | 646 | 1446 |
EMR04 | Mais Rosso di Rasora | Frazione Rasora, Castiglione dei Pepoli (Bologna, Italy) | 190 | 93 | 677 | 1430 |
EMR06 | Mais da Scoppio di Casola Valsenio | Casola Valsenio (Ravenna, Italy) | 210 | 82 | 739 | 1398 |
EMR07 * | Mais di Santa Sofia Romualdi | Santa Sofia (Forlì-Cesena, Italy) | 200 | 70 | 618 | 1349 |
EMR10 | Mais del Principe di Scavolino | Pennabilli (Rimini, Italy) | 226 | 73 | 593 | 1430 |
EMR13 | Mais Piacentino di Coli | Frazione Fontana, Coli (Piacenza, Italy) | 240 | 90 | 646 | 1430 |
Marker Name | Locus | Forward Primer 5′-3′ | Reverse Primer 5′-3′ | LG | Ta (°C) | Size (bp) | Reference |
---|---|---|---|---|---|---|---|
M302 | phi127 | ATATGCATTGCCTGGAACTGGAAGGA | [VIC] AATTCAAACACGCCTCCCGAGTGT | 2 | 58 | 100–120 | Palumbo et al., 2017 |
M304 | phi076 | TTCTTCCGCGGCTTCAATTTGACC | [6FAM] GCATCAGGACCCGCAGAGTC | 4 | 58 | 150–200 | Palumbo et al., 2017 |
M306 | phi031 | GCAACAGGTTACATGAGCTGACGA | [PET] CCAGCGTGCTGTTCCAGTAGTT | 6 | 58 | 180–220 | Palumbo et al., 2017 |
M308 | umc1075 | GAGAGATGACAGACACATCCTTGG | [6FAM] ACATTTATGATACCGGGAGTTGGA | 8 | 58 | 130–150 | Palumbo et al., 2017 |
M310 | phi084 | AGAAGGAATCCGATCCATCCAAGC | [PET] CACCCGTACTTGAGGAAAACCC | 10 | 58 | 140–170 | Palumbo et al., 2017 |
M24 | umc1327 | AGGGTTTTGCTCTTGGAATCTCTC | [NED] GAGGAAGGAGGAGGTCGTATCGT | 8 | 64 | 100–120 | MaizeGDB |
M33 | p-bnlg176 | AGTTCACGTCCAGCTGAATGACAG | [6FAM] CGCGCATCGCATGCTTATCCTA | 1 | 62 | 140–170 | MaizeGDB |
M78 | umc1941 | ACGACGAGACTCTGTTCTGGTTCT | [NED] AGGAGGATTACGTCAATCTGTTCG | 5 | 64 | 110–130 | MaizeGDB |
M90 | umc1401 | CTCTGGTCCATCCTCATCGACT | [PET] TCTCTTGATCACATATCGATCCCA | 7 | 62 | 180–200 | MaizeGDB |
M193 | umc1786 | ACCGTGACTTCCTCCTCATAACTG | [VIC] CATTTTTCGCATTTAGGAAATCCA | 8 | 60 | 180–220 | MaizeGDB |
Landrace | Locus | Allele | Allele Frequency |
---|---|---|---|
EMR03 | umc1327 | 82 | 0.105 |
EMR03 | umc1786 | 148 | 0.006 |
EMR04 | umc1327 | 80 | 0.006 |
EMR04 | umc1786 | 144 | 0.012 |
EMR04 | p-bnlg176 | 126 | 0.017 |
EMR04 | p-bnlg176 | 128 | 0.040 |
EMR04 | umc1401 | 157 | 0.006 |
EMR07 | phi031 | 192 | 0.050 |
EMR07 | umc1327 | 74 | 0.008 |
EMR07 | umc1786 | 124 | 0.009 |
EMR10 | phi076 | 153 | 0.042 |
EMR10 | phi084 | 156 | 0.021 |
EMR13 | umc1075 | 120 | 0.016 |
EMR13 | p-bnlg176 | 132 | 0.031 |
EMR13 | p-bnlg176 | 147 | 0.188 |
Locus | Na | Ne | I | Ho | uHe | PIC | F | FIS | FST | Nm |
---|---|---|---|---|---|---|---|---|---|---|
phi127 | 3.00 | 1.88 | 0.68 | 0.41 | 0.41 | 0.51 | −0.02 | −0.02 | 0.30 | 0.60 |
phi076 | 2.71 | 2.03 | 0.79 | 0.49 | 0.51 | 0.53 | 0.04 | 0.04 | 0.16 | 1.33 |
phi031 | 4.00 | 2.10 | 0.84 | 0.39 | 0.46 | 0.59 | 0.13 | 0.15 | 0.30 | 0.60 |
umc1075 | 4.00 | 2.45 | 0.95 | 0.39 | 0.53 | 0.75 | 0.28 | 0.25 | 0.34 | 0.48 |
phi084 | 2.43 | 1.46 | 0.44 | 0.28 | 0.27 | 0.38 | 0.05 | −0.03 | 0.41 | 0.36 |
umc1327 | 3.14 | 1.89 | 0.69 | 0.49 | 0.40 | 0.50 | −0.25 | −0.25 | 0.19 | 1.07 |
p-bnlg176 | 4.00 | 2.11 | 0.89 | 0.36 | 0.50 | 0.59 | 0.29 | 0.28 | 0.28 | 0.63 |
umc1941 | 4.00 | 2.38 | 0.93 | 0.51 | 0.50 | 0.72 | −0.01 | −0.03 | 0.34 | 0.49 |
umc1401 | 3.57 | 2.12 | 0.79 | 0.61 | 0.44 | 0.6 | −0.33 | −0.38 | 0.28 | 0.63 |
umc1786 | 3.57 | 1.68 | 0.60 | 0.24 | 0.34 | 0.55 | 0.23 | 0.28 | 0.46 | 0.29 |
All loci | 3.44 | 2.01 | 0.76 | 0.42 | 0.44 | 0.57 | 0.05 | 0.03 | 0.31 | 0.65 |
dev.st | 0.16 | 0.09 | 0.05 | 0.03 | 0.03 | 0.11 | 0.04 | 0.07 | 0.03 | 0.10 |
EMR01_Tagliolino | 1.80 | 1.63 | 0.45 | 0.24 | 0.30 | 0.17 | 0.19 | 0.52 | 0.23 | |
EMR03_Cinquantino_Rosso | 4.20 | 2.32 | 0.95 | 0.49 | 0.53 | 0.11 | 0.09 | 0.15 | 1.46 | |
EMR04_Rasora | 4.30 | 2.28 | 0.93 | 0.58 | 0.52 | −0.09 | −0.11 | 0.17 | 1.25 | |
EMR06_Mais_da_Scoppio | 3.60 | 2.14 | 0.80 | 0.48 | 0.46 | −0.04 | −0.04 | 0.27 | 0.68 | |
EMR07_Santa_Sofia | 3.90 | 1.80 | 0.72 | 0.34 | 0.40 | 0.19 | 0.15 | 0.36 | 0.44 | |
EMR10_Principe_di_Scavolino | 3.80 | 2.18 | 0.90 | 0.53 | 0.51 | −0.05 | −0.05 | 0.19 | 1.09 | |
EMR13_Piacentino | 2.50 | 1.72 | 0.56 | 0.26 | 0.34 | 0.14 | 0.23 | 0.46 | 0.29 | |
All pop | 3.44 | 2.01 | 0.76 | 0.42 | 0.44 | 0.05 | 0.05 | 0.30 | 0.58 | |
dev.st | 0.16 | 0.09 | 0.05 | 0.03 | 0.03 | 0.04 | 0.12 | 0.14 | 0.46 |
EMR03 | EMR04 | EMR06 | EMR07 | EMR10 | EMR13 | EMR01 | |
---|---|---|---|---|---|---|---|
0.000 | EMR03 | ||||||
0.170 | 0.000 | EMR04 | |||||
0.473 | 0.588 | 0.000 | EMR06 | ||||
0.537 | 0.609 | 0.395 | 0.000 | EMR07 | |||
0.213 | 0.472 | 0.503 | 0.514 | 0.000 | EMR10 | ||
0.270 | 0.457 | 0.742 | 0.869 | 0.542 | 0.000 | EMR13 | |
0.359 | 0.505 | 0.677 | 0.618 | 0.664 | 0.253 | 0.000 | EMR01 |
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Stagnati, L.; Soffritti, G.; Martino, M.; Lanubile, A.; Desiderio, F.; Ravasio, A.; Marocco, A.; Rossi, G.; Busconi, M. Morphological and Genetic Characterization of Local Maize Accessions from Emilia Romagna Region, Italy. Sustainability 2022, 14, 91. https://doi.org/10.3390/su14010091
Stagnati L, Soffritti G, Martino M, Lanubile A, Desiderio F, Ravasio A, Marocco A, Rossi G, Busconi M. Morphological and Genetic Characterization of Local Maize Accessions from Emilia Romagna Region, Italy. Sustainability. 2022; 14(1):91. https://doi.org/10.3390/su14010091
Chicago/Turabian StyleStagnati, Lorenzo, Giovanna Soffritti, Michelangelo Martino, Alessandra Lanubile, Francesca Desiderio, Adriano Ravasio, Adriano Marocco, Graziano Rossi, and Matteo Busconi. 2022. "Morphological and Genetic Characterization of Local Maize Accessions from Emilia Romagna Region, Italy" Sustainability 14, no. 1: 91. https://doi.org/10.3390/su14010091
APA StyleStagnati, L., Soffritti, G., Martino, M., Lanubile, A., Desiderio, F., Ravasio, A., Marocco, A., Rossi, G., & Busconi, M. (2022). Morphological and Genetic Characterization of Local Maize Accessions from Emilia Romagna Region, Italy. Sustainability, 14(1), 91. https://doi.org/10.3390/su14010091