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. 2026 Sep 22;17:1917204. doi: 10.3389/fpls.2026.1917204

Table 4.

Factor loadings, heritability, selection differential, and predicted selection gain for phenological, yield, and biochemical traits of seven fenugreek genotypes.

Trait FA1 FA2 FA3 Communality Uniqueness Xo Xs SD SD_% h2 SG SG_% Sense Goal
SY 0.845 0.131 -0.205 0.774 0.226 1683.0 1643.4 -39.6 -2.4 61.2 -24.3 -1.4 + 100
4-HIL -0.183 0.904 0.046 0.853 0.147 9.4 9.8 0.4 4.1 85.2 0.3 3.5 + 100
DC 0.084 0.277 -0.276 0.160 0.840 192.4 191.1 -1.2 -0.7 0.0 0.0 0.0 + 100
TSS -0.242 0.503 0.067 0.316 0.684 2.4 2.4 0.0 0.6 56.3 0.0 0.4 + 100
TCC 0.282 0.358 -0.015 0.208 0.792 2.6 3.5 0.9 33.8 95.2 0.8 32.2 + 100
PC -0.263 0.113 0.937 0.960 0.040 27.2 27.9 0.7 2.4 92.6 0.6 2.2 + 100
FAA -0.187 0.906 0.009 0.855 0.145 11.8 12.3 0.4 3.7 88.8 0.4 3.3 + 100
NC -0.263 0.113 0.937 0.960 0.040 4.4 4.5 0.1 2.4 92.6 0.1 2.2 + 100
BY 0.188 0.042 -0.367 0.172 0.828 7032.5 6612.8 -419.7 -6.0 61.5 -257.9 -3.7 + 100
DM 0.142 0.596 0.138 0.394 0.606 126.2 125.6 -0.5 -0.4 75.3 -0.4 -0.3 – 0
DF -0.125 -0.335 0.060 0.131 0.869 55.1 55.2 0.1 0.1 6.0 0.0 0.0 – 0
HI -0.560 -0.273 0.223 0.438 0.562 25.3 25.7 0.4 1.5 68.5 0.3 1.0 + 100
BPP 0.282 0.083 0.304 0.179 0.821 6.2 6.3 0.1 1.8 45.9 0.1 0.8 + 100
PH 0.452 -0.408 -0.112 0.383 0.617 71.3 70.1 -1.3 -1.8 63.3 -0.8 -1.1 – 0
PL 0.794 -0.250 -0.271 0.767 0.233 10.4 10.2 -0.1 -1.3 2.9 0.0 0.0 + 100
PPP 0.824 -0.111 -0.193 0.728 0.272 48.4 47.3 -1.1 -2.3 14.1 -0.2 -0.3 + 100
SPP 0.653 -0.223 -0.191 0.513 0.487 17.3 17.4 0.2 0.8 54.1 0.1 0.5 + 100
TW 0.505 0.108 -0.019 0.267 0.733 12.8 12.6 -0.2 -1.9 55.7 -0.1 -1.0 + 100

FA, Factor analysis; Xo, Mean of genotype; Xs, Mean of selected genotype; h2, Broad sense heritability; SD ,Selection differential; SG, Selection gain; SY,Seed yield; 4-HIL, 4-hydroxyisoleucine; DC, Diosgenin content; TSS, Total soluble sugars; TCC, Total chlorophyll content; NC, Nitrogen content; BY, Biological yield; DM, Days to maturity; DF, Days to flowering; HI, Harvest index; BPP, Branches plant-1; PH, Plant height; PL, Pod length; PPP, Pods plant-1; SPP, Seeds pod-1; TW, Test weight. Sense, “+” indicates that higher values are desirable, “-−” indicates that lower values are desirable