“…For instance, at present the world has feed shortage of about 911 million tons and would require 1,148 million tons feed by 2030 (Food and Agriculture Organization [FAO], 2002). To alleviate the feed shortage in these regions, further exploitation of pearl millet could be one of the promising solutions as it is well adapted to the arid and semi-arid regions with several other benefits, such as high tillering potential and quick regenerative ability assuring the possibility of multi-cutting, which allows the year-round supply of green/dry forage (Babiker et al, 2014). The results from the multi-location trials conducted during the summer season under the All India Coordinated Forage Project showed pearl millet varieties had higher green forage yield (GFY: 38 t ha −1 ) and crude protein (CP: 9%) in comparison with sorghum (33 t ha −1 Abbreviations: SCH, single cross hybrid; TCH, top cross hybrid; SCP, single cross parent; TCP, top cross parent; PH, plant height; GFY, green forage yield; TGFY, total green forage yield; DFY, dry forage yield; TDFY, total dry forage yield; NIRS, near-infrared reflectance spectroscopy; SCP, crude protein; NDF, neutral detergent fiber; ADF, acid detergent fiber; ADL, acid detergent lignin; ME, metabolizable energy; IVOMD, in vitro organic matter digestibility; FC, first cut; SC, second cut; BP, better parent; BPH, better parent heterosis; CH, check hybrid; SH, standard heterosis; OPV, open pollinated variety; SCA, specific combining ability; GCA, general combining ability; GBS, genotyping by sequencing; PCR, polymerase chain reaction; MAF, minor allele frequency; SNP, single nucleotide polymorphism; PCA, principal component analysis; BLUP, best linear unbiased predictors; TASSEL, Trait Analysis by aSSociation, Evolution and Linkage; GAPIT, Genome Association and Prediction Integrated Tool; MLMM, multi-locus mixed model; QQ, quantile-quantile; MAS, marker assisted selection; QTL, quantitative trait loci; CMS, cytoplasmic male sterility; IVDMD, in vitro dry matter digestibility; ICRISAT, International Crops Research Institute for the Semi-Arid Tropics; TNAU, Tamil Nadu Agricultural University; PR, predictability ratio; ANOVA, analysis of variance.…”