1. Introduction
Weed infestation in agricultural fields represents one of the primary factors contributing to crop yield reduction. Traditional manual weeding methods are not only labor-intensive and inefficient but also increasingly incompatible with the large-scale, mechanized operations characteristic of modern agriculture [
1,
2,
3]. The extensive application of herbicides has significantly suppressed weed growth and improved crop management efficiency; however, it has also exerted certain adverse effects on crop growth and development [
4]. Since 1996, genetically modified (GM) crops with glyphosate resistance have been successively developed, including glyphosate-resistant soybean and rapeseed (1996), cotton (1997), maize (1998), and sugar beet (1999) [
5,
6]. Herbicide-tolerant crops account for more than 94% of the 180 million hectares of GM crops cultivated globally each year, with glyphosate-resistant soybean, maize, cotton, rapeseed, and sugar beet collectively occupying approximately 80% of the total planted area [
7]. The widespread adoption of herbicide-resistant GM crops has substantially reduced the frequency and overall volume of herbicide applications worldwide, while simultaneously lowering labor costs associated with manual weeding in agricultural production [
3]. Nevertheless, this has also led to a significant decline in weed species diversity within agroecosystems, intensified reliance on single herbicides such as glyphosate, and increased the potential risk of herbicide-resistant weed evolution [
8].
Upland cotton
(Gossypium hirsutum L.) is one of the most economically important crops globally, valued for its fiber and oil. In recent years, however, global cotton cultivation area has exhibited a declining trend due to multiple factors, including rising production costs, natural resource constraints, and threats from pests and diseases [
9,
10,
11,
12]. According to FAO statistics, the cultivation areas in China, India, the United States, and Brazil—the four leading cotton-producing countries—were 3250.00, 1347.70, 3348.61, and 1633.42 thousand hectares in 2020, with corresponding yields of 5511.10, 1315.70, 2748.80, and 4329.30 thousand metric tons, respectively. By 2022, the cultivation areas in China, India, and the United States had decreased by 7.69%, 8.20%, and 10.08% year-on-year, respectively. Although slight yield increases were observed in some countries (e.g., China: +9.61%; United States: +2.31%), an overall fluctuating downward trend has been evident. In the context of the increasingly prominent global imbalance between cotton supply and demand, reliance solely on conventional breeding methods is insufficient to meet the demand for high-quality, high-yield raw materials required by the modern textile industry. Therefore, accelerating the development of new cotton varieties with high yield, superior quality, and stress resistance has become particularly urgent.
Among various breeding strategies, heterosis represents one of the effective approaches for enhancing crop yield and stress tolerance. Studies have shown that F
1 hybrid varieties of crops generally achieve approximately a 20% increase in yield, while the F
2 generation can still maintain an advantage exceeding 10% [
13]. Furthermore, hybrid lines across multiple generations exhibit favorable genetic stability in terms of adaptability, biomass accumulation, and yield performance. However, the utilization of heterosis remains significantly constrained due to the strong randomness in cross-combination screening, prolonged breeding cycles, and high costs associated with hybrid breeding. The rapid advancement of molecular breeding technologies, particularly transgenic technology and gene editing, has opened new avenues for improving stress tolerance and enabling precision breeding in cotton [
14,
15,
16,
17]. Previous studies have confirmed that transgenic cotton varieties carrying insect-resistant, drought-tolerant, or herbicide-tolerant genes demonstrate satisfactory performance in expression efficiency, environmental adaptability, and yield stability [
18,
19,
20,
21]. Nevertheless, limitations such as current transformation efficiency, stability of target site expression, and screening of functional genotypes continue to pose substantial obstacles to cotton breeding progress in China [
22,
23,
24].
Glyphosate is a highly effective and broad-spectrum herbicide; however, it kills all plants (including crops) because it inhibits the activity of a key enzyme (EPSPS) in plants and microorganisms, thereby preventing the synthesis of essential aromatic amino acids. The research team led by Guo Sandui employed metagenomic techniques to isolate two key glyphosate-resistance genes from bacteria in soil that had been heavily contaminated with glyphosate over a long period: the
GR79-EPSPS gene, which encodes an EPSPS enzyme variant insensitive to glyphosate, and the
GAT gene, which encodes glyphosate acetyltransferase, an enzyme that inactivates glyphosate through acetylation. Using Agrobacterium-mediated transformation, the constructed vector was introduced into cotton cells, and transgenic cotton seedlings were selected on a culture medium containing glyphosate. Transgenic plants were self-pollinated for multiple generations, and combined with continuous glyphosate spray screening, individuals with strong resistance and desirable agronomic traits were selected. Through methods such as PCR and Southern blot, it was confirmed that the target genes were stably integrated into the cotton genome and were expressed. Following the above rigorous procedures, the research team ultimately obtained a stable, glyphosate-resistant cotton line designated GGK2 [
25,
26]. However, the currently available transgenic glyphosate-resistant cotton materials still fail to meet production demands, and the resources of traditional elite cotton varieties have not yet been fully utilized. This study plans to use the GGK2 line as the paternal parent and cross it with conventional maternal varieties XH, Y4, and Y5, which possess superior yield and quality traits. The aim is to analyze the agronomic traits and glyphosate resistance of the hybrid progeny, thereby selecting new cotton resources that combine high yield, high quality, and herbicide resistance. This would enable farmers to safely apply glyphosate for weed control in cotton fields without harming the cotton plants themselves.
In summary, by utilizing glyphosate-tolerant transgenic cotton as the male parent and crossing it with conventional female parents possessing favorable yield and quality traits, it is possible to fully exploit heterosis for the development of high-yielding, high-quality, and glyphosate-resistant cotton varieties. A systematic comparison of these hybrid combinations in terms of herbicide resistance, field performance, photosynthetic capacity, yield components, and quality traits will provide a theoretical foundation and material resources for future commercial breeding of stress-tolerant transgenic cotton.
3. Discussion
Glyphosate is a broad-spectrum herbicide widely used in agricultural production; however, its potential phytotoxicity limits the widespread adoption of elite crop varieties. The
GAT gene, which can reduce glyphosate toxicity by catalyzing its N-acetylation, is one of the most commonly utilized herbicide-tolerant genes. In contrast,
GR79 is a relatively less-studied novel gene associated with herbicide tolerance, and its underlying mechanism is closely related to glutathione metabolism and oxidative stress response. Hybrid breeding is one of the most widely used and classical breeding methods in agricultural production. It involves crossing two or more parental lines with different desirable traits, followed by the selection of offspring that combine the advantages of both parents, thereby developing superior new varieties. Currently, hybrid breeding is often integrated with transgenic technology to enhance breeding efficiency [
27,
28,
29].
The results showed that, compared to the paternal parent GGK2, the expression levels of
GAT were significantly downregulated in three hybrid combinations (GGK2 × XH, GGK2 × Y4, and GGK2 × Y5), decreasing by 87%, 81%, and 71%, respectively. This may impair the
GAT-mediated herbicide detoxification capacity. Notably, however,
GR79 was generally upregulated in the hybrid combinations, with increases of 13%, 102%, and 30%, respectively. In particular, its expression in GGK2 × Y4 was approximately twice that of the paternal parent. Based on previous studies indicating the critical role of GR-type genes in glutathione metabolism, ROS scavenging, and cellular protection [
30,
31,
32], it is hypothesized that
GR79 plays an important function in alleviating glyphosate-induced oxidative damage. This regulatory role may be particularly prominent when
GAT expression is suppressed. Furthermore, studies have suggested that co-expression of
GAT and GR-type genes can enhance herbicide tolerance [
25], which is consistent with the results of the field evaluation analysis in this study.
Analysis of herbicide-resistant phenotype was further consistent with the aforementioned results [
25]. Under treatment with 0.5% glyphosate, all hybrid combinations exhibited a certain degree of resistance, indicating that the herbicide tolerance trait carried by the paternal parent GGK2 was successfully inherited in the hybrid germplasm and displayed a strong dominant or partially dominant inheritance trend [
33,
34,
35,
36,
37]. The downregulation of
GAT expression may be associated with the reorganization of cis- or trans-regulatory factors resulting from hybridization, whereas the high expression of
GR79 is likely driven by dominant alleles or enhanced effects of gene interactions, reflecting the integration of complex regulatory networks on target traits during hybridization [
38]. Therefore, this study untangles, at the transcriptional level, that herbicide tolerance in hybrid varieties does not rely solely on the
GAT gene, and suggests that novel resistance genes such as
GR79 may play a critical role in conferring resistance, thereby providing new targets and a theoretical basis for subsequent molecular breeding of herbicide-tolerant crops.
Abiotic stress conditions (e.g., salinity, drought, and heavy metals) generally exert significant impacts on the synthesis and distribution of photosynthetic pigments in plants [
18,
19,
20]. In this study, based on the introduction of herbicide resistance-related genes
GAT and
GR79, we systematically analyzed changes in leaf pigment content and photosystem function across three hybrid combinations (GGK2 × XH, GGK2 × Y4, GGK2 × Y5) to explore the relationship between molecular regulation of herbicide tolerance and photosynthetic physiological performance. Regarding chlorophyll content, except for the significantly higher chlorophyll a (Chla) content in GGK2 × Y5 compared to its parents, no significant differences were observed between the other hybrid germplasms and their parents, indicating that altered expression of
GAT and
GR79 did not inhibit pigment biosynthesis. However, further heterosis analysis revealed that GGK2 × Y5 exhibited significant mid-parent heterosis (MPH) and super-parent heterosis (SPH) in pigment accumulation, with MPH values for Chla, Chlb, and carotenoids (Car) reaching 28.08%, 14.09%, and 22.39%, respectively. Moreover, the Chla/b ratio in this combination was also significantly increased, suggesting a potential optimization of light capture and distribution efficiency through an elevated coordination ratio between chlorophyll a and b [
39,
40,
41,
42]. GGK2 × XH and GGK2 × Y4 also displayed a certain degree of heterosis in the Chla/b ratio. Such differences may be related to the maternal genetic background and its interactions with photosynthetic regulatory pathways, thereby influencing pigment synthesis efficiency and photosynthetic capacity.
To further validate the functional changes in photosynthesis regulation of the hybrid combinations, this study analyzed chlorophyll fluorescence kinetic characteristics, clearly untangling the response differences in the energy conversion pathway of photosystem II (PSII) among different genotypes. The fluorescence parameters of GGK2 × XH were overall similar to those of the paternal parent GGK2, and were higher than those of the maternal parent XH in most structural indicators (e.g., ABS/RC, TRo/RC, REo/RC), reflecting its strong foundation for light energy capture and electron transport. However, its photochemical efficiency indicators (e.g., φPo, ψEo, φEo) were lower than those of the maternal parent, indicating that despite superior structural performance, losses still occur in the light energy conversion process, potentially limited by gene interaction regulation [
43,
44,
45]. GGK2 × Y4 exhibited outstanding performance in electron transport efficiency, particularly in indicators reflecting the depth of electron transport and the overall output efficiency of reaction centers, such as φRo, δRo, and REo/CSo, where it was significantly superior to both parents. This suggests that this combination can effectively deliver electrons to the terminal end of the electron donor chain, enhancing the energy output efficiency of the PSII system per unit area [
44,
46,
47], further demonstrating its clear heterosis performance. Concurrently, its advantages in structural parameters of the reaction centers (e.g., ABS/RC, ETo/RC, REo/RC) indicate good potential for the structural integrity of the photosystem and the stability of electron output. In GGK2 × Y5, the fluorescence parameters were similar to those of the paternal parent GGK2, with some indicators such as ψEo and φEo being significantly higher than those of the maternal parent Y5, highlighting the genetic contribution of the paternal parent to its photosynthetic performance. Particularly noteworthy are the lower φDo and δRo values related to light energy dissipation in this combination, implying that higher electron transport efficiency is achieved based on lower energy loss, demonstrating a more economical and efficient light energy utilization characteristic, further supporting the overall advantages of this combination in pigment accumulation and photosynthetic efficiency [
48,
49,
50]. Integrating the above results, it is evident that although the expression level of the herbicide-tolerance-related gene
GAT was downregulated in some combinations, it did not cause significant inhibition of PSII system function. Conversely, in combinations with high
GR79 expression (e.g., GGK2 × Y5), the optimization of fluorescence parameters and the enhancement of photosynthetic structural stability were more pronounced, potentially related to the stress resistance-associated regulation involving
GR79 (e.g., ROS scavenging, cellular homeostasis maintenance). This physiologically reveals that
GR79 may play an auxiliary protective role in regulating the photosynthetic system, helping to maintain the photosynthetic activity of herbicide-tolerant hybrid combinations under adverse environmental conditions. These differences in photosynthetic function and pigment accumulation not only indicate varying response states of different hybrid combinations to herbicide-tolerance gene expression but also suggest a potential synergistic maintenance mechanism between herbicide-tolerance genes and photosynthesis regulation. This enhances the photosynthetic homeostasis capacity of hybrid combinations under abiotic stress conditions and also reflects the multi-level expression mechanism of heterosis in hybrid breeding. The potential synergistic maintenance mechanism between herbicide-tolerance genes and photosynthesis regulation further emphasizes the critical role of parental genetic background and its interaction with photosynthesis regulation in shaping the stress resistance and photosynthetic efficiency of hybrid cultivars.
Biomass accumulation and yield of hybrid germplasms are of widespread interest to researchers. In this experiment, significant combinatory differences were observed in the biomass accumulation of the hybrid germplasms, demonstrating strong dependence on genetic background. GGK2 × Y4 exhibited significant MPH and SPH in fresh weight indicators for the whole plant and various organs (root, stem, leaf, boll). The MPH and SPH for leaf fresh weight reached as high as 125.16% and 91.96%, respectively, indicating superior performance in photosynthetic product accumulation and organ-specific growth in this combination, potentially originating from higher leaf area index, photosynthetic efficiency, and dry matter conversion capacity. Although GGK2 × Y5 showed a certain degree of biomass advantage in roots and leaves, its overall advantage did not lead to systematic accumulation at the whole-plant level. In contrast, the biomass heterosis of GGK2 × XH was the most limited, being only slightly higher than the parents in some parameters of roots and leaves, suggesting relatively weaker capacity for carbon assimilate transport and inter-organ allocation [
51]. Notably, regarding yield traits, GGK2 × XH exhibited low MPH or even negative SPH in individual structural traits such as plant height and height to the first fruiting branch, indicating no significant advantage in plant architecture construction. However, this combination still displayed moderate levels of heterosis in the number of fruiting branches and bolls, indicating enhanced lateral branch growth and reproductive establishment capacity [
52,
53]. The hybrid GGK2 × Y5 exhibited extensive heterosis in agronomic traits, particularly showing significant positive mid-parent heterosis (MPH) and specific combining ability (SCA) in multiple indicators such as the number of fruit branches, number of bolls, and stem diameter, indicating favorable field growth capacity. However, its heterosis for yield per plant was relatively low, which may be associated with reduced boll-setting rate or individual boll weight. These results suggest a certain degree of phenotypic dissociation between agronomic traits (e.g., plant height, stem diameter) and final yield-related traits, indicating that their correlation requires further optimization [
54]. In terms of yield improvement, GGK2 × Y4 demonstrated the most prominent advantages, with MPH values reaching 15.94% for boll number per plant and 9.89% for yield per plant, making it the combination with the highest yield potential in this study. It is hypothesized that this hybrid has established a coordinated optimization pathway involving photosynthetic efficiency, biomass accumulation, and reproductive development rhythm, thereby providing a foundation for achieving high-yield objectives.
Although the aforementioned hybrid combinations exhibited varying degrees of superiority in biomass, agronomic traits, and yield, there remains considerable room for improvement in fiber quality. Overall, heterosis had limited effects on enhancing various fiber quality parameters (e.g., fiber length, strength, uniformity) [
1,
54,
55]. Only GGK2 × XH showed a notable advantage in fiber elongation (MPH of 18.51%, SCA of 15.37%), while GGK2 × Y4 and GGK2 × Y5 exhibited minor improvements in parameters such as micronaire value. This indicates that, under the current parental combinations, hybridization breeding has not yet sufficiently improved the commercial properties of cotton. These findings suggest that fiber quality traits are governed by polygenic coordination, exhibit strong genetic stability, and low environmental sensitivity, making it difficult to achieve significant improvement through a single round of hybridization. The results imply that if fiber quality is the primary breeding objective, subsequent efforts should introduce high-quality fiber-type parents and incorporate marker-assisted selection to accelerate the pyramiding and optimized expression of superior fiber genes.
5. Conclusions
Through integrated analysis of gene expression regulation, physiological parameters, and multi-level phenotypic data, this study untangled the differential responses of hybrid combinations across multiple dimensions—including pigment accumulation, biomass formation, agronomic traits, yield performance, and fiber quality—under the context of herbicide-tolerant gene introduction. Particularly in combinations with enhanced GR79 expression, not only was a strong physiological adaptability observed in pigment accumulation and photosystem stability, but promising growth and yield potential was also demonstrated. The spatial and organ-specific distribution of heterosis across these traits, along with its combination-dependent nature, provides theoretical support for further exploitation of elite hybrid germplasm. Moreover, it highlights potential trade-offs among different traits, underscoring the need for balanced and precise selection in subsequent breeding efforts to achieve coordinated optimization of yield, quality, and resistance.
Through integrated analysis of gene expression regulation, physiological parameters, and phenotypic data under glyphosate treatment, this study untangles the differential responses of hybrid combinations across multiple dimensions—including pigment accumulation, biomass formation, agronomic traits, yield performance, and fiber quality—in the context of herbicide-tolerant gene introduction. Particularly in combinations with enhanced GR79-EPSPS expression, not only was a strong physiological adaptation in pigment accumulation and photosystem stability observed, but promising growth and yield potential was also demonstrated. In this study, GR79-EPSPS and GAT were introduced into XH, Y4, and Y5 via hybridization, which enhanced the herbicide resistance of these three conventional cotton varieties while simultaneously exploiting heterosis, thereby enabling the development of high-yielding, high-quality, and glyphosate-tolerant cotton cultivars.