| Literature DB >> 31787991 |
Pasqualina Colasuonno1, Ilaria Marcotuli1, Antonio Blanco1, Marco Maccaferri2, Giuseppe Emanuele Condorelli2, Roberto Tuberosa2, Roberto Parada3, Adriano Costa de Camargo3, Andrés R Schwember3, Agata Gadaleta1.
Abstract
Carotenoid pigment content is an important quality trait as it confers a natural bright yellow color to pasta preferred by consumers (whiteness vs. yellowness) and nutrients, such as provitamin A and antioxidants, essential for human diet. The main goal of the present review is to summarize the knowledge about the genetic regulation of the accumulation of pigment content in durum wheat grain and describe the genetic improvements obtained by using breeding approaches in the last two decades. Although carotenoid pigment content is a quantitative character regulated by various genes with additive effects, its high heritability has facilitated the durum breeding progress for this quality trait. Mapping research for yellow index and yellow pigment content has identified quantitative trait loci (QTL) on all wheat chromosomes. The major QTL, accounting for up to 60%, were mapped on 7L homoeologous chromosome arms, and they are explained by allelic variations of the phytoene synthase (PSY) genes. Minor QTL were detected on all chromosomes and associated to significant molecular markers, indicating the complexity of the trait. Despite there being currently a better knowledge of the mechanisms controlling carotenoid content and composition, there are gaps that require further investigation and bridging to better understand the genetic architecture of this important trait. The development and the utilization of molecular markers in marker-assisted selection (MAS) programs for improving grain quality have been reviewed and discussed.Entities:
Keywords: carotenoids; durum wheat; grain yellow pigment content; marker-assisted selection; yellow index
Year: 2019 PMID: 31787991 PMCID: PMC6853866 DOI: 10.3389/fpls.2019.01347
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Schematic carotenoid pathway. The main components of the biosynthetic chain have been reported in the figure in black font, while all the enzymes involved are blue. The proteins from the related pathways are indicated in red.
Summary of quantitative trait loci (QTL) clusters for grain yellow pigment content (YPC) and yellow index (YI) reported in tetraploid wheat from the literature and from this study.
| Chr. | Marker, marker interval * | Map position (cM)** | Carotenoid trait | QTL type*** | R2 (%)**** | Plant material | References |
|---|---|---|---|---|---|---|---|
| 1AS | hap_1A_1 | 1.3–1.7 | YPC | GWAS | 8.5 | Canadian durum breeding lines (192 lines) |
|
| 1AS | gwm136-1A | 0–4.6 | YPC | BP | 12.3 | Colosseo × Lloyd (176 RILs) | This study |
| 1AS | hap_1A_3 | 58.4–61.2 | YPC | GWAS | 7 | Canadian durum breeding lines (192 lines) |
|
| 1AS | barc83-gwm135¤ | 47.8–52.8–57.8 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 1AS | IWB72019 | 51–59.7–68.4 | YPC | BP | 5.5 | Meridiano × Claudio (181 RILs) | This study |
| 1AL | hap_1A_6 | 149.5–149.5 | YI | GWAS | 3.8 | Canadian durum breeding lines (192 lines) |
|
| 1AL | barc158-barc17¤ | 146.4–151.4–156.4 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) | |
| 1BS | wPt-2694 | 22.2–27.2–32.5 | YI | GWAS | 6 | Landraces (72 lines), modern cultivars (20 lines) |
|
| 1BS | barc137-wmc626¤ | 29.6–36.7–41.7 | YI | GWAS | 3.8 | Canadian durum breeding lines (192 lines) |
|
| 1BS | hap_1B_3 | 35.7–38.8 | YPC | GWAS | 12.7 | Canadian durum breeding lines (192 lines) |
|
| 1BL | BE443797_436–barc302 | 38–60 | YPC, YI | BP | 9 | UC1113 × Kofa (93 RILs) |
|
| 1BL | BE443797_436–barc302 | 38–60 | YI | BP | 10.8 | UC1113 × Kofa (93 RILs) |
|
| 1BL | IWB73028-IWB27784 | 103.5–(106–110)–113.5 | YPC | BP | 19.3 | Svevo × Ciccio (120 RILs) |
|
| 1BL | hap_1B_6 | 109–109.8 | YPC | GWAS | 5.2 | Canadian durum breeding lines (192 lines) |
|
| 1BL | hap_1B_7 | 115.7–119.1 | YPC | GWAS | 13.8 | Canadian durum breeding lines (192 lines) |
|
| 1BL | Cap3_137325-1B, IWB6947, IWB73429 | 115.2–117.4–118.6 | YPC | BP | 2.8 | Colosseo × Lloyd | This study |
| 1BL | gwm268-1B | 106.8–118.9–131.0 | YPC | BP | 2.2 | Kofa × Svevo (249 RILs) | This study |
| 1BL | wmc44 | 135.6–140.6–145.6 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 1BL | IWB435¤ | 145.3–156.3–161.3 | YPC | BP | 4 | Colosseo × Lloyd | This study |
| 2AS | gwm1115-2A | 53.2–69.9–86.6 | YPC | BP | 2.3 | Kofa × Svevo | This study |
| 2AS | IWB77592-IWB79691 | 74.6–78 | YPC, YI | GWAS | 15.1 | Canadian durum wheat collection (169 lines) |
|
| 2AS | gwm425 | 99 | YPC, YI | BP | NA | W9262-260D3 × Kofa (155 RILs) |
|
| 2AS× | wmc522-wmc296-gwm425-gwm95 | 63.6–105.6 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 2AS | gwm425-gwm372¤ | 99–107.7 | YPC, YI | BP | 11.8–24.5 | Latino Primadur (121 RILs) |
|
| 2AS | IWB72639 | 102.7–107.7–112.7 | YPC | BP | 3.4–13.5 | Svevo × Ciccio (120 RILs) |
|
| 2BL | IWB73809¤ | 90–(94–113)–117 | YPC | BP | 16.3–16.4 | Svevo × Ciccio (120 RILs) |
|
| 2BL | IWB73809 | 108.3–112.3–118.3 | YPC | BP | 16.3–16.4 | Svevo × Ciccio (120 RILs) |
|
| 3BS | gwm389 | 0-5–6 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 3BS | CS-ssr7-3B | 5.4–12.1–18.8 | YPC | BP | 4.8 | Kofa × Svevo | This study |
| 3BS | wPt-8140 | 42.8–47.8–52.8 | YI | GWAS | 7 | Landraces (72 lines), modern cultivars (20 lines) |
|
| 3BS | wmc505-3B¤ | 48.6–63.3–78.0 | YPC | BP | 1.9 | Kofa × Svevo | This study |
| 3BL | wPt-4401-3B, IWB71566 | 170.9–183.8–196.6 | YPC | BP | 2 | Colosseo × Lloyd | This study |
| 3BL | barc77-gwm299 | 170.7–175.7–197.1 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 3BL | gwm299-barc84 | 192–198 | YPC, YI | BP | 11.5–16.2 (YPC), 9.4–16.6 (YI) | Latino × Primadur (121 RILs) |
|
| 3BL | IWB45539-IWB58810 | 200.5–205.5 | YPC, YI | GWAS | 13.4 | Canadian durum wheat collection (169 lines) |
|
| 3BL | wmc632-gwm340 | 206.9–211.9 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 3BL | IWB8780-IWB72417 | 208–209.6 | YPC, YI | GWAS | 14.6 | Canadian durum wheat collection (169 lines) |
|
| 3BL | wPt-2416 | 211.3–216.3–221.3 | YI | GWAS | 5 | Landraces (72 lines), modern cultivars (20 lines) |
|
| 4AL | Lpx-A3-gwm192-wmc617¤ | 63.6–81 | YPC, YI | BP | 10.6–12 | UC1113 × Kofa (93 RILs) |
|
| 4AL | hap_4A_2 | 64.1–64.1 | YPC | GWAS | 5.5 | Canadian durum breeding lines (192 lines) |
|
| 4AL | wPt-0162 | 69.7 | YI | GWAS | 5 | Landraces (72 lines), modern cultivars (20 lines) |
|
| 4AL | dupw4-barc170 | 88.9–90.4 | YI | BP | 8.4–9.1 | UC1113 × Kofa (93 RILs) |
|
| 4AL | barc170 | 85.4–90.4–95.4 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 4AL | hap_4A_3 | 90.6–90.6 | YPC | GWAS | 3.6 | Canadian durum breeding lines (192 lines) |
|
| 4AL | barc327-gwm160-barc52¤ | 160–172 | YPC | BP | 5 | UC1113 × Kofa (93 RILs) |
|
| 4AL | wmc219-psr573.2 | 165.2–167.8 | YPC | BP | 6.7–12.0 | UC1113 × Kofa (93 RILs) |
|
| 4AL | wmc219-4A | 158.3–165.2–172.1 | YPC | BP | 4.1 | Kofa × Svevo | This study |
| 4AL | hap_4A_6 | 173.3–175.8 | YPC | GWAS | 8 | Canadian durum breeding lines (192 lines) |
|
| 4AL | hap_4A_7 | 173.3–175.9 | YI | GWAS | 6.8 | Canadian durum breeding lines (192 lines) |
|
| 4BS | gwm368-barc20 | 34.4–39.4–41.3–46.3 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 4BS | IWB72011¤ | 38.9–43.9–48.9 | YPC, YI | GWAS | 11.1 | Durum collection (124 lines) |
|
| 4BS | hap_4B_2 | 59.8–60.4 | YI | GWAS | 13.3 | Canadian durum breeding lines (192 lines) |
|
| 4BS | hap_4B_2 | 59.8–60.4 | YPC | GWAS | 6.8 | Canadian durum breeding lines (192 lines) |
|
| 4BS | IWB70599 | 58.7–60.4 | YPC, YI | GWAS | 14.1 | Canadian durum wheat collection (169 lines) |
|
| 4BS | gwm495 | 60–65 | YPC, YI | BP | NA | W9262-260D3 × Kofa (155 RILs) |
|
| 4BL | IWB73624 | 88.7–95.1–101.5 | YPC | BP | 7.1 | Colosseo × Lloyd | This study |
| 4BL | hap_4B_4 | 105.5–110.2 | YPC | GWAS | 9.1 | Canadian durum breeding lines (192 lines) |
|
| 5AS | hap_5A_1 | 43.8–43.8 | YPC | GWAS | 4.8 | Canadian durum breeding lines (192 lines) |
|
| 5AS | gwm293-gwm304 | 41.9–46.9–51.9 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 5AS | gwm304-IWB73092¤ | 45–60 | YPC, YI | BP | 9.4–17.9 (YPC), 7.4–16.4 (YI) | Latino × Primadur (121 RILs) |
|
| 5AS | hap_5A_2 | 50.5–54.9 | YPC | GWAS | 5.7 | Canadian durum breeding lines (192 lines) |
|
| 5AS | IWB73092 | 54.2–59.2–64.2 | YPC | BP | 12.6 | Svevo × Ciccio (120 RILs) |
|
| 5AS | IWB12396 | 53.9–68.2–82.5 | YPC | BP | 3.1 | Meridiano × Claudio | This study |
| 5AS | hap_5A_3 | 64.2–73.6 | YPC | GWAS | 15.3 | Canadian durum breeding lines (192 lines) |
|
| 5BL | wmc790-cfa2019 | 90.4–100.4 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 5BL | gwm499-BE495277_399 | 90–94 | YPC, YI | BP | 9–12.2 | UC1113 × Kofa (93 RILs) |
|
| 5BL | gwm408-barc232¤ | 140.3–146.3 | YPC | BP | 7.3 | PDW 233 × Bhalegaon 4 (140 RILs) |
|
| 5BL | tPt-1253 | 142–145–148 | YPC | BP | 21.8 | Svevo × Ciccio (120 RILs) |
|
| 5BL | cfd86-wmc508 | 152.5–157.5–162.5 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 5BL | 311891-5B, IWB70782, IWB63422 | 139.7–152.5–165.3 | YPC | BP | 3 | Colosseo × Lloyd | This study |
| 5BL | wPt-8125-5B | 145.5–154.5–163.5 | YPC | BP | 6.2 | Meridiano × Claudio | This study |
| 6AS | gwm334 | 0–4.3–9.3 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 6AS | wPt-8443 | 0–10 | YI | GWAS | 5 | Landraces (72 lines), modern cultivars (20 lines) |
|
| 6AS | hap_6A_3 | 39.5–41 | YPC | GWAS | 9.7 | Canadian durum breeding lines (192 lines) |
|
| 6AS | hap_6A_4 | 39.5–41 | YI | GWAS | 5.4 | Canadian durum breeding lines (192 lines) |
|
| 6AL | Cap3_141157-6A, GWM132, IWB71882 | 50.8–52.5–54.2 | YPC | BP | 18.8 | Colosseo × Lloyd | This study |
| 6AL | barc146 | 47.552.5–57.5 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 6AL | barc146-gwm132 | 53–63 | YPC, YI | BP | 16.1–21.4 | UC1113 × Kofa (93 RILs) |
|
| 6AL | barc1077-6A | 54.7–57.7–60.7 | YPC | BP | 9.4 | Kofa × Svevo | This study |
| 6AL | barc113-gwm570-wmc553 | 73–95 | YPC, YI | BP | 14 | UC1113 × Kofa (93 RILs) |
|
| 6AL | barc113-wmc553¤ | 73.6–95 | YI | BP | 29 (YPC), 17.9 (YI) | UC1113 × Kofa (93 RILs) |
|
| 6AL | IWB14365 | 88.4–93.4–98.4 | YI | GWAS | NA | Durum collection (124 lines) |
|
| 6AL | barc353-gwm169 | 97.6–114 | YPC, YI | BP | 9.8–12.4 | UC1113 × Kofa (93 RILs) |
|
| 6AL | gwm169-BE483091_472 | 114–124 | YI | BP | 10.4 | UC1113 × Kofa (93 RILs) |
|
| 6BL | gwm193 | 69.9–74.9–79.9 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 6BL | gwm193-wmc539¤ | 74–90 | YPC, YI | BP | NA | W9262-260D3 × Kofa (155 RILs) |
|
| 6BL | hap_6B_5 | 92.3–96 | YPC | GWAS | 6 | Canadian durum breeding lines (192 lines) |
|
| 7AS | gwm471 | 0–0.3–5.3 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 7AS | wmc168-barc219¤ | 1–5 | YI | BP | 12.6 | UC1113 × Kofa (93 RILs) |
|
| 7AS | hap_7A_1 | 21.9–21.9 | YPC | GWAS | 4.6 | Canadian durum breeding lines (192 lines) |
|
| 7AS | hap_7A_3 | 55.9–62.5 | YPC | GWAS | 21.3 | Canadian durum breeding lines (192 lines) |
|
| 7AS | barc127-cfa2028 | 50.4–55.4–60.4 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 7AS | IWB8374 | 56.6–61.6–66.6 | YI | GWAS | 12.6 | Durum collection (124 lines) |
|
| 7AS | hap_7A_4 | 82.4–84.4 | YPC | GWAS | 8.8 | Canadian durum breeding lines (192 lines) |
|
| 7AS | BQ170462_176-barc174 | 85–90–95 | YPC, YI | BP | 11.7 | UC1113 × Kofa (93 RILs) |
|
| 7AS | hap_7A_5 | 90.9–90.9 | YPC | GWAS | 3.4 | Canadian durum breeding lines (192 lines) |
|
| 7AL | gwm1065-7A¤ | 88.1–90.9–93.7 | YPC | BP | 10 | Kofa × Svevo | This study |
| 7AL | IWB72567 | 97.3–102.3–107.3 | YPC, YI | GWAS | 18.4 | Durum collection (124 lines) |
|
| 7AL | IWB11003 | 98–102.3–106.6 | YPC | BP | 11.2 | Meridiano × Claudio | This study |
| 7AL | barc108-wmc283-wmc603 | 107.8–113.4–118.4 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 7AL | hap_7A_7 | 112.2–118 | YPC | GWAS | 9.4 | Canadian durum breeding lines (192 lines) |
|
| 7A | gwm276-cfd6 | 144.8–145.5 | YPC | BP | 22 | UC1113 × Kofa (93 RILs) |
|
| 7AL | gwm276-wmc116-cfd6 | 144.8–145.5 | YPC | BP | 6.3 (YPC), 9.8–22.5 (YI) | UC1113 × Kofa (93 RILs) |
|
| 7AL | wmc116-cfd6 | 144.8–145.5 | YI | BP | 9.8–22.5 | UC1113 × Kofa (93 RILs) |
|
| 7AL | gwn282-IWB59875¤ | 170–183 | YPC, YI | BP | 19.8–30.4 (YPC), 13–15.7 (YI) | Latino × Primadur (121 RILs) |
|
| 7A | IWB59875 | 177.3–180.3–183.3 | YPC | BP | 51.6 | Svevo × Ciccio (120 RILs) |
|
| 7AL | IWB72397 | 180.2–181.8 | YPC, YI | GWAS | 35.6 | Canadian durum wheat collection (169 lines) |
|
| 7AL | IWB59875 | 175.3–180.3–185.3 | YI | GWAS | 12.2 | Durum collection (124 lines) |
|
| 7AL | IWB28063 | 179.5–181.8–184.1 | YPC | BP | 19.5 | Meridiano × Claudio | This study |
| 7AL | wgwm63-gwm282¤ | 192–206 | YPC | BP | NA | Omrabi5 × |
|
| 7AL | Xscar3362¤ | 192–206 | YPC | BP | 22.6–55.2 | PDW 233 (YAV’S’/TEN’S’) × Bhalegaon 4 140 RILs |
|
| 7AL |
| 192–206 | YPC, YI | BP | NA | Commander × DT733 (110 RILs); Strongfield × Blackbird (89 DHs); Strongfield × Commander (106 RILs) |
|
| 7AL |
| 192–206 | YI | BP | NA | Advanced breeding lines (100 lines, F7–F10 generations) |
|
| 7AL | D_304196- | 192–206 | YPC, YI | BP | 42–53.2 (YPC), 26.1–32.4 (YI) | Latino × Primadur (121 RILs) |
|
| 7AL |
| 192–206 | YPC,YI | BP | NA | Breeding lines (65), landraces (155 lines) |
|
| 7AL | hap_7A_11 | 193.9–194.6 | YPC | GWAS | 5.7 | Canadian durum breeding lines (192 lines) |
|
| 7AL | hap_7A_11 | 193.9–194.6 | YI | GWAS | 3.9 | Canadian durum breeding lines (192 lines) |
|
| 7AL | IWB49295 | 198.4–203.4–208.4 | YPC | GWAS | 10.4 | Durum collection (124 lines) |
|
| 7BS | wmc546-wmc335 | 55–73 | YPC | BP | 8.75 | PDW 233 (YAV’S’/TEN’S’) × Bhalegaon 4 140 RILs |
|
| 7BS | wmc182-7B | 50–51.6–53.2 | YPC | BP | 19.3 | Kofa × Svevo | This study |
| 7BS | Cap3_173782-7B, IWB72147, IWB12844 | 53.5–58.3–63.1 | YPC | BP | 11.7 | Colosseo × Lloyd | This study |
| 7BS | barc23-barc72-gwm297¤ | 66.3–67.9–72.8 | YPC, YI | BP | 8.5–12.8 | UC1113 × Kofa (93 RILs) |
|
| 7BL | wmc758-wmc475-gwm333-wmc396 | 81.2–103.2 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 7BL | Cap3_127025-7B, IWB8805, IWB11767, IWB12371 | 88.9–104.4–119.8 | YPC | BP | 4.5 | Colosseo × Lloyd | This study |
| 7BL | hap_7B_3 | 120.4–127.4 | YPC | GWAS | 11.6 | Canadian durum breeding lines (192 lines) |
|
| 7BL | hap_7B_3 | 120.4–127.4 | YI | GWAS | 10.3 | Canadian durum breeding lines (192 lines) |
|
| 7BL | wmc311-cfa2257 | 181.2–185 | YPC, YI | BP | 7 | UC1113 × Kofa (93 RILs) |
|
| 7BL | wmc311-wmc276 | 181.2–185 | YPC | BP | 16.9 | UC1113 × Kofa (93 RILs) |
|
| 7BL | wPt-5138 | 180–189 | YI | GWAS | 6 | Landraces (72 lines), modern cultivars (20 lines) |
|
| 7BL | cfa2040-Psy-B1-barc1073-cfa2257¤ | 181.2–207 | YI, YPC | BP | 6.6–16.9 | UC1113 × Kofa (93 RILs) |
|
| 7BL | wPt-744987-7B | 194.8–202.9–211.0 | YPC | BP | 4.3 | Meridiano × Claudio | This study |
| 7BL | Psy1-B1¤ | 204 | YI | BP | NA | 100 advanced breeding lines (F7–F10 generations) |
|
| 7BL | Psy1-B1¤ | 204 | YPC, YI | BP | NA | W9262-260D3 × Kofa (155 RILs) |
|
| 7BL | Psy1-B1-wmc10-gwm146 | 204 | YPC | GWAS | NA | Worldwide elite durum wheat collection (93 lines) |
|
| 7BL | ubw18b-7B | 196.3–204.9–213.5 | YPC | BP | 4.5 | Kofa × Svevo | This study |
| 7BL | IWB34193-IWB12638 | 202.9–206.3 | YPC, YI | GWAS | 9.3 | Canadian durum wheat collection (169 lines) |
|
| 7BL | gwm344 | 203 | YPC | BP | 52 | Omrabi5 × |
|
| 7BL | barc340-cfa2257 | 195.9–207 | YPC | BP | 7 | UC1113 × Kofa (93 RILs) |
|
*QTL markers are SSR, DART, single nucleotide polymorphism (SNP) markers mapped in the durum wheat consensus map (Maccaferri et al., 2014).
**QTL marker, marker interval: reported by projecting the QTL interval and QTL peak markers onto the durum wheat consensus map (Maccaferri et al., 2014).
***BP = for QTL obtained by using biparental mapping populations; GW = for QTL revealed in a genome-wide association (GWAS) study; RIL = recombinant inbred line.
****R2 (%) single value indicates the average QTL R2 across environments. A two-values range reports the QTL R2 range across environments.
¤Stable QTL detected in more than one population.
Figure 2Schematic representation of durum wheat chromosomes [based on theMaccaferri et al. (2014) map] and quantitative trait loci (QTL) summary for yellow pigment content (YPC) or yellow index (YI) trait detected in references in . Markers, on the right chromosome side, are reported every 20 cM approximately. cM distances are indicated on the left side of the bar. Red solid bars indicate the QTL confidence interval regions. The red bars report the reference publication numbers in red (as in and ) and the QTL R2 range value in black. 1, Elouafi et al. (2001); 2, Pozniak et al. (2007); 3, Zhang et al. (2008); 3b, Zhang and Dubcovsky (2008); 4, Reimer et al. (2008); 5, Patil et al. (2008); 6, Singh et al. (2009); 7, He et al. (2009); 8, Blanco et al. (2011); 9, Roncallo et al. (2012); 10, Colasuonno et al. (2014); 11, Campos et al. (2016); 12, N’Diaye et al. (2017); 13, Colasuonno et al. (2017a); 14, Rosello et al. (2018); 15, N’Diaye et al. (2018); 16, this study.