4.1. Probiotic Supplementation as a Microbiome-Based Strategy to Reduce Antimicrobial Use
The findings of Ruvalcaba-Gómez et al. [
30] provide critical insight into how probiotics contribute to antimicrobial use reduction through developmental programming of the gut microbiome, rather than short-term growth stimulation. As summarized in
Table 3, supplementation with autochthonous
Lactobacillus strains at 1 × 10
9 CFU/kg body weight did not significantly increase body weight or wither height during the first eight weeks. However, regression analyses revealed a statistically significant positive association between the two-strain combination (6BZ + 6BY) and longer-term growth parameters (
Table 4), indicating a delayed but biologically meaningful growth effect. This temporal disconnect between early supplementation and later performance suggests that probiotics act primarily by accelerating microbiome maturation, thereby improving physiological resilience rather than acting as direct growth promoters. Such an effect is highly relevant for antimicrobial reduction, as early-life dysbiosis is a major driver of neonatal calf diarrhea and subsequent antimicrobial use. Microbiologically, probiotic supplementation resulted in marked increases in fecal microbial diversity, with marked, quantitatively significant shifts in Firmicutes dominance and Bacilli expansion (
Table 5). Importantly, the two-strain probiotic promoted expansion of low-abundance but functionally important families (
Succinivibrionaceae,
Carnobacteriaceae,
Acholeplasmataceae), which are often lost under antibiotic pressure. This enrichment of rare taxa is widely recognized as a hallmark of a stable and resilient microbial ecosystem, capable of resisting pathogen colonization and reducing infection-driven antimicrobial interventions. Functionally, PICRUSt predictions identified 405 MetaCyc pathways, with probiotic supplementation enhancing amino acid biosynthesis (lysine, methionine, isoleucine) and carbohydrate metabolism pathways (glycolysis, starch degradation, pyruvate fermentation) (
Table 5) [
30]. These pathways underpin epithelial energy supply, immune competence, and microbial cross-feeding, reinforcing the conclusion that probiotics improve functional redundancy and metabolic flexibility, key attributes for disease resistance without antibiotics.
In contrast to early-life systems, Dias et al. [
24] demonstrate that probiotics operate through a different, but complementary mechanism in high-concentrate feedlot diets. As shown in
Table 6, neither the LAB yeast blend (EFSC) nor the
Bacillus blend (BLBS) altered dry matter intake, total VFA concentration, or rumen pH, confirming that probiotics do not structurally disrupt rumen fermentation, a critical requirement for safe antimicrobial alternatives in finishing systems [
24]. Despite this apparent stability, probiotics induced functionally significant metabolic shifts, including the quantitative reductions in acetate:propionate ratio and rumen ammonia-N concentration detailed in
Table 6 [
24]. These numerical changes reflect improved energetic efficiency and nitrogen capture, respectively. Lower ammonia-N concentrations indicate reduced protein deamination and enhanced microbial nitrogen assimilation, processes that are directly linked to improved rumen epithelial integrity and lower risk of inflammation-associated disorders that often necessitate antimicrobial treatment [
37,
38]. Notably, these effects were time-dependent and reversible, as evidenced by transient post-feeding reductions in ammonia-N without long-term suppression of fermentation. This contrasts sharply with antibiotic growth promoters, which exert broad and persistent microbial suppression, often leading to reduced diversity and resistance development. Instead, probiotics act as metabolic modulators, aligning microbial activity with dietary substrate availability while preserving community structure. From a performance standpoint (
Table 4), probiotic-fed cattle exhibited tendencies toward higher average daily gain (~4.2%) and improved feed efficiency, alongside improved observed dietary net energy values [
24].
The study by Monteiro et al. [
28] extends probiotic functionality beyond direct-fed applications, demonstrating that silage inoculation with
Lactobacillus plantarum can indirectly modulate the rumen microbiome through improved feed fermentation quality. As reported in
Table 6, cows consuming inoculated silage produced significantly more milk and exhibited reduced milk urea nitrogen (quantified in
Table 6), indicating improved nitrogen utilization [
28]. These production gains were underpinned by substantially enhanced digestibility of DM, NDF, and ADF (
Table 6), reflecting improved fiber degradation rather than increased microbial protein synthesis. This distinction is important: while microbial N flow was largely unchanged, improved fiber fermentation increased volatile fatty acid supply, particularly acetate and propionate, providing substrates for lactose synthesis and supporting milk yield without metabolic stress. From an antimicrobial-reduction perspective, improved fiber digestibility reduces undigested substrate flow to the hindgut, a known driver of enteric dysbiosis and pathogen proliferation [
39,
40]. Thus, even without direct probiotic colonization effects, silage-based LAB inoculants contribute to system-level gut health stabilization, lowering disease susceptibility and antimicrobial demand.
4.2. Prebiotics Supplementation as a Microbiome-Based Strategy to Reduce Antimicrobial Use
Gao et al. [
33] provide strong evidence that fructo-oligosaccharide (FOS) supplementation during the preweaning period functions as a microbiome-directed developmental strategy rather than a short-term growth promoter. Using a systems-level approach integrating longitudinal growth measurements with 16S rRNA sequencing, shotgun metagenomics, ecological network modeling, and metabolite profiling, the authors demonstrated that growth responses were time-dependent. Although average daily gain (ADG) did not differ during the first three weeks of life, FOS-supplemented calves exhibited significantly greater ADG late in the preweaning period (
Table 4), as detailed in that table. Importantly, milk intake remained unchanged across treatments, and the feed conversion ratio showed no statistical differences despite numerical improvement in the final week, indicating that enhanced growth was attributable to improved metabolic efficiency rather than increased nutrient intake. Diarrhea incidence between days 1 and 28 was not significantly affected (12.4% vs. 16.4%), suggesting that under controlled conditions, FOS does not function as an acute antidiarrheal intervention but instead supports developmental gut maturation. Mechanistically, FOS supplementation increased fecal acetate, propionate, and total short-chain fatty acids (SCFA) from day 16 onward, while butyrate concentrations remained unchanged, indicating selective enhancement of energetically favorable fermentation pathways. Stronger positive correlations between ADG and acetate, propionate, and total SCFA in supplemented calves further support a functional link between microbial fermentation efficiency and growth performance. Collectively, these findings position FOS as a preventive microbiome-modulating strategy that enhances early-life metabolic programming and may contribute to improved resilience and reduced reliance on antimicrobial interventions in calf-rearing systems.
Microbiome analyses demonstrated that FOS induced targeted and ecologically coherent shifts in hindgut microbial communities. Although alpha diversity (Chao1 richness) was modestly reduced at day 28 in the FOS group, this change reflected selective enrichment rather than ecosystem degradation. Beta diversity analyses confirmed that FOS supplementation was a significant driver of community differentiation over time. Among all taxa, Bifidobacterium emerged as the central responder, with FOS delaying the natural postnatal decline of this genus. In particular, Bifidobacterium pseudocatenulatum was strongly enriched and showed tight positive associations with acetate and propionate production. Genome-resolved metagenomics further revealed that B. pseudocatenulatum metagenome-assembled genomes were detected exclusively in FOS-supplemented calves, underscoring the specificity of substrate-driven microbial selection. In contrast, control calves exhibited higher relative abundances of taxa commonly associated with immature or unstable microbial states, including Clostridium sensu stricto 1 and Peptostreptococcus. Network analyses reinforced these compositional findings by demonstrating positive co-occurrence patterns between Bifidobacterium and SCFA production, alongside negative associations between immature taxa and fermentative outputs. Together, these results support the concept that FOS promotes functional specialization and cross-feeding efficiency, rather than broad microbial expansion.
Beyond compositional changes, Gao et al. [
33] provided compelling evidence that FOS accelerates microbiome maturation and ecological stability. Hierarchical clustering identified seven distinct community types representing progressive developmental stages. FOS-supplemented calves transitioned earlier and more consistently into the most mature and stable community type, characterized by lower heterogeneity and enrichment of taxa such as
Faecalibacterium. Markov chain modeling further demonstrated that FOS increased both the probability of reaching this mature state and the likelihood of remaining within it over time. Such early convergence toward a stable hindgut microbiome is widely associated with improved nutrient utilization, immune education, and resistance to dysbiosis. From an antimicrobial-reduction standpoint, these findings are highly significant, and by selectively enriching beneficial taxa, enhancing SCFA-mediated energy supply, and accelerating microbiome stabilization, FOS supplementation may reduce susceptibility to enteric dysfunction, one of the primary drivers of antimicrobial use in neonatal calves [
41]. Crucially, FOS did not induce broad microbial disruption or compromise ecosystem integrity, supporting its safety for early-life application. When considered alongside probiotics and native microbial consortia, prebiotics such as FOS operate through substrate-driven ecological steering, reinforcing endogenous microbial networks rather than introducing exogenous organisms. Gao et al. [
33] demonstrate that targeted prebiotic supplementation during early life can enhance growth performance, functional fermentation, and microbiome stability without altering intake or inducing dysbiosis. These characteristics make FOS a particularly attractive tool for antimicrobial stewardship, as it supports resilience and maturation rather than disease suppression. Within integrated strategies combining prebiotics, probiotics, phytochemicals, and native microbial supplements, FOS represents a foundational intervention capable of shaping the developmental trajectory of the calf gut microbiome during a critical window when antimicrobial reliance is traditionally highest.
4.3. Postbiotics and Microbial Metabolites Supplementation as a Microbiome-Based Strategy to Reduce Antimicrobial Use
Dai et al. [
32] evaluated dietary benzoic acid (BA) as an organic acid-based alternative to antibiotics in weaned Holstein dairy calves, focusing on growth performance, rumen fermentation, and rumen microbial ecology. Organic acids have gained attention in antimicrobial-reduction strategies due to their ability to modulate gastrointestinal pH, suppress pathogenic bacteria, and enhance nutrient utilization without relying on antibiotic modes of action. In a 42-day feeding trial, calves receiving increasing dietary BA inclusion (0.25%, 0.50%, and 0.75% of diet dry matter) demonstrated clear dose-dependent improvements in growth performance, supporting BA’s functional role as a growth-promoting compound. Average daily gain increased linearly with BA supplementation, accompanied by a linear reduction in the feed-to-gain ratio, indicating improved feed efficiency. Feed intake exhibited a quadratic response, with the highest intake observed at the intermediate BA inclusion level, suggesting the existence of an optimal supplementation range beyond which intake stimulation may plateau or decline. Collectively, these performance responses are comparable to those historically reported for antimicrobial growth promoters, reinforcing BA’s potential as a viable non-antibiotic alternative in post-weaning calf nutrition. Despite these performance improvements, rumen fermentation profiles remained largely stable across treatments, indicating that BA supplementation did not disrupt core fermentative processes. However, BA significantly increased the molar proportions of butyrate and iso-butyrate, volatile fatty acids closely associated with rumen epithelial development, epithelial energy supply, and gastrointestinal health. The selective elevation of these fermentation end-products, particularly at higher BA inclusion levels, suggests enhanced rumen functional capacity rather than generalized shifts in fermentation intensity.
Rumen microbiome analyses further demonstrated that BA supplementation preserved overall microbial stability. Neither alpha nor beta diversity differed among treatments, indicating that microbial richness, evenness, and community structure were maintained. This ecological resilience mirrors findings reported for certain phytogenic and postbiotic interventions and highlights an important distinction between organic acids and conventional antibiotics, which often reduce microbial diversity and destabilize rumen ecosystems. Notably, BA induced targeted compositional changes at the genus level, increasing beneficial taxa such as Bifidobacterium while reducing less desirable or potentially dysbiosis-associated groups, including unclassified Gastranaerophilales and Oscillospiraceae_UCG-002. These selective shifts support the concept that BA acts through microbial fine-tuning rather than broad-spectrum antimicrobial suppression. Functional prediction analyses provided further mechanistic insight, revealing that BA supplementation altered microbial metabolic potential. Pathways related to glycolysis, the tricarboxylic acid cycle, and glyoxylate metabolism were downregulated, indicating a shift in microbial energy metabolism. Correlation analyses linked these functional changes to both microbial taxa and fermentation end-products, with Bifidobacterium positively associated with iso-butyrate production and negatively correlated with pathways linked to less favorable metabolic profiles. Conversely, taxa suppressed by BA were positively associated with glycolysis-related pathways and negatively associated with butyrate and iso-butyrate concentrations. Together, these findings suggest that BA enhances growth performance and rumen metabolic efficiency by selectively reshaping microbial function while maintaining overall ecosystem stability. Within antimicrobial-reduction frameworks, benzoic acid represents a promising postbiotic-like strategy that improves host–microbiome efficiency without exerting strong selective pressure that could promote antimicrobial resistance. Compared with phytogenics such as capsaicin, BA appears to deliver more consistent performance benefits, while differing mechanistically from early life postbiotics such as Saccharomyces cerevisiae fermentation products, which primarily accelerate microbiome maturation. These results position dietary organic acids as a complementary component within integrated microbiome-centered strategies aimed at reducing antimicrobial reliance in calf production systems.
He et al. [
34] investigated ursodeoxycholic acid (UDCA), a microbiota-derived secondary bile acid, as a mediator of resistance against extended-spectrum β-lactamase-producing enteroaggregative
Escherichia coli (ESBL-EAEC)-induced diarrhea in neonatal dairy calves. Given the widespread use of antimicrobials for calf diarrhea and the escalating prevalence of multidrug-resistant
E. coli, this study provides timely and mechanistically rich evidence supporting bile acid-based interventions as antibiotic alternatives. Multi-omics analyses revealed pronounced functional dysbiosis during ESBL-EAEC infection. Diarrheic calves exhibited increased
Proteobacteria and marked depletion of key SCFA-producing commensals, including
Butyricicoccus,
Faecalibacterium,
Ruminococcus,
Collinsella, and
Coriobacterium. While alpha diversity remained unchanged, beta diversity analyses demonstrated clear microbial community separation between healthy and diarrheic calves, indicating that infection primarily altered microbial function and composition rather than overall richness. Metabolomic profiling further showed suppression of bile acid metabolism, SCFA production, and amino-acid and organic-acid pathways during diarrhea.
Among all detected metabolites, UDCA emerged as the most discriminative biomarker of intestinal health, being consistently enriched in healthy calves and depleted in diarrheic animals. Machine-learning models identified UDCA as a top predictor of health status, while correlation analyses revealed strong positive associations between UDCA and dominant commensal genera with bile acid-transforming capacity. These taxa mediate the epimerization of primary bile acids into UDCA, linking microbial depletion directly to impaired bile acid biosynthesis during ESBL-EAEC infection. Collectively, these findings indicate that pathogen-driven disruption of commensal networks compromises bile acid metabolism, thereby weakening intestinal homeostasis. Mechanistic assays demonstrated that ursodiol (UDCA) exerted dose-dependent antibacterial effects against ESBL-EAEC, reducing bacterial growth and epithelial adherence. In LPS-stimulated intestinal epithelial cells, UDCA attenuated inflammatory responses by suppressing NF-κB signaling, reducing pro-inflammatory cytokines (IL-6, TNF-α), increasing anti-inflammatory IL-10, and restoring tight-junction integrity via occludin upregulation. These effects were mediated through activation of the bile acid receptor TGR5, highlighting a host–microbiota signaling pathway distinct from conventional antibiotic action.
In vivo validation using neonatal mouse models further demonstrated that oral UDCA alleviated clinical disease, reduced pathogen colonization, restored colon morphology, and mitigated histopathological damage. UDCA supplementation suppressed inflammatory signaling while partially restoring hindgut SCFA production, particularly acetate, indicating recovery of microbial metabolic function. Importantly, fecal microbiota transplantation from UDCA-treated donors reproduced these protective effects, confirming that UDCA-mediated resistance is largely microbiota-dependent. Recipients exhibited enrichment of SCFA-producing taxa, including
Ruminococcaceae,
Lachnospiraceae,
Oscillospiraceae, and
Clostridia_UCG-014, alongside increased acetate and propionate concentrations. Collectively, He et al. [
34] provide compelling evidence that UDCA functions as a microbiota-derived postbiotic conferring resistance to ESBL-EAEC infection through integrated antimicrobial, anti-inflammatory, and ecological mechanisms. Rather than indiscriminately suppressing microbial communities, UDCA reinforces commensal structure, restores bile acid and SCFA metabolism, and enhances epithelial barrier function through host microbiota signaling pathways. Within antimicrobial-reduction strategies, UDCA complements prebiotics, probiotics, and phytochemicals by targeting an underexplored but critical axis, bile acid metabolism, highlighting the therapeutic potential of microbial metabolites in neonatal ruminant health management.
4.4. Phytogenic Feed Additives and Essential Oils as Microbiome-Modulating Alternatives to Antibiotics
Phytogenic feed additives, including essential oils, botanical extracts, and plant-derived bioactive compounds, have been widely proposed as alternatives to antimicrobial growth promoters due to their perceived antimicrobial, anti-inflammatory, and digestive-modulating properties. However, evidence from the studies included in this review indicates that phytogenics do not function as direct antimicrobial substitutes in cattle systems. Instead, their primary contribution lies in subtle modulation of microbial function, fermentation end-products, and host microbiome interactions, with effects that are highly context-dependent. Across the studies summarized in
Table 6 (Phytogenic and Essential Oil Interventions), phytogenic compounds consistently preserved microbial diversity while inducing selective, often transient, shifts in microbial composition and metabolic output.
Bierly et al. [
18] provide one of the most rigorous evaluations of a phytotherapeutic compound, rumen-protected (capsaicin), as a potential alternative to antimicrobial growth promoters. As summarized in
Table 6, capsaicin supplementation across a practical dose range did not alter alpha diversity or induce consistent taxon-level changes in either the rumen or fecal microbiomes of beef or dairy steers. This lack of broad microbial suppression is critical, as it demonstrates that capsaicin does not exert antibiotic-like effects on the rumen ecosystem. Instead, observed shifts in rumen beta diversity were driven primarily by post-feeding temporal dynamics rather than treatment effects, underscoring the inherent resilience and functional redundancy of the rumen microbiome. The limited microbiome responsiveness suggests that, under normal feeding conditions, capsaicin is insufficient to override host- and diet-driven microbial structuring forces. Breed-specific responses in the fecal microbiome—observed only in Holstein steers at higher capsaicin doses highlight that host genetics and production type influence hindgut microbial sensitivity to phytogenics. However, even these effects were modest and did not reflect targeted pathogen suppression. From an antimicrobial-reduction perspective, these findings suggest that capsaicin’s role is microbiome-neutral to stabilizing, rather than antimicrobial. As reflected in
Table 7 (Mechanistic Classification of Antibiotic Alternatives), capsaicin aligns with compounds that support gut homeostasis without exerting selective pressure, rather than replacing antibiotics through direct microbial inhibition. Consequently, capsaicin alone is unlikely to meaningfully reduce antimicrobial use but may contribute to system resilience when combined with other microbiome-directed strategies.
In contrast to capsaicin, essential oil supplementation demonstrated clearer functional effects on rumen fermentation and microbial composition, particularly during early life. Poudel et al. [
22], summarized in
Table 6, showed that essential oil supplementation in neonatal Holstein calves significantly increased ruminal propionate concentrations while selectively enriching
Prevotellaceae, especially
Prevotella-related taxa. Importantly, this shift occurred without changes in alpha diversity, indicating functional redirection rather than microbial disruption. The enrichment of
Prevotellaceae is mechanistically relevant, as these taxa are strongly associated with starch degradation, succinate propionate pathways, and improved energetic efficiency. Increased propionate production enhances gluconeogenesis and reduces hydrogen availability for methanogenesis, outcomes historically associated with improved feed efficiency and reduced metabolic stress. Unlike antibiotics, which broadly suppress microbial activity, essential oils appear to steer fermentation toward more energetically favorable pathways, aligning with the functional-efficiency mechanism outlined in
Table 7. Similarly, Luo et al. [
21] demonstrated that oregano essential oil (OEO) and encapsulated sodium butyrate selectively enriched SCFA-associated taxa in the fecal microbiome of neonatal calves, without altering overall diversity. As detailed in
Table 6, OEO primarily enhanced membrane transport pathways pre-weaning, while butyrate supplementation influenced lipid metabolism post-weaning. These findings emphasize that essential oils and organic acids act on microbial metabolic function rather than community structure. However, the transient nature of these effects, disappearing within two weeks after supplementation ceased, highlights a key limitation of phytogenic strategies. Their benefits are not self-sustaining and require continuous inclusion. Moreover, the increased diarrhea incidence observed with combined OEO and butyrate supplementation underscores that additive interactions can be antagonistic rather than synergistic. This finding, reflected in
Table 5 (Health and Risk Outcomes), reinforces the need for cautious formulation when combining eubiotic compounds. Olagunju et al. [
29] further illustrate the variability and limitations of phytogenic interventions in neonatal calves. As summarized in
Table 4 (Growth and Performance Outcomes), neither botanical extracts nor direct-fed microbials alone or in combination consistently improved growth performance, feed efficiency, or skeletal development. Minor improvements in fecal health observed with botanical extract supplementation did not translate into measurable performance benefits or clear immune modulation. Notably, the absence of synergistic effects when botanical extracts were combined with direct-fed microbials suggests that delivery route, colonization timing, and microbial–phytochemical compatibility are critical determinants of efficacy. These findings support the broader conclusion that phytogenics cannot be assumed to enhance probiotic function and may, in some cases, interfere with microbial establishment.
When considered collectively and in relation to
Table 6 and
Table 7, phytogenic feed additives and essential oils occupy a supportive but limited niche within antimicrobial-reduction strategies. Unlike probiotics and prebiotics, which actively restructure microbial communities or accelerate microbiome maturation, phytogenics primarily modulate fermentation end-products, metabolic pathways, and microbial signaling. Their effects are subtle, context-dependent, and often transient, suggesting they are best positioned as adjuncts rather than stand-alone replacements for antibiotics. Importantly, the consistent preservation of microbial diversity across phytogenic studies indicates a low risk of inducing dysbiosis or selecting for antimicrobial resistance. This ecological safety profile is a key advantage over conventional antibiotics. However, the absence of robust growth or health responses across multiple studies limits their capacity to independently reduce antimicrobial use, particularly under high disease pressure. Moreover, the evidence synthesized in this review indicates that phytogenic feed additives contribute most effectively to antimicrobial stewardship when integrated with probiotics, prebiotics, organic acids, or improved management practices. Their value lies not in microbial suppression but in fine-tuning rumen and hindgut function, supporting metabolic efficiency, and reinforcing microbiome stability functions that complement, rather than replace, other microbiome-based alternatives to antibiotics.
The findings summarized in
Table 4 demonstrate that the bovine gastrointestinal microbiome is highly responsive to dietary starch escalation and that phytogenic feed additives (PFAs) can stabilize this response without exerting antibiotic-like pressure. Ricci et al. [
23] showed that microbial adaptation to increasing starch occurred rapidly and in a niche-specific temporal sequence, with particle-associated rumen liquid (PARL) communities responding as early as day 2, followed by solid digesta and fecal communities by day 3. This rapid response highlights the metabolic plasticity of the rumen ecosystem and underscores why abrupt dietary transitions are a major risk factor for dysbiosis and subsequent antimicrobial intervention in high-concentrate systems. As detailed in
Table 5, progressive starch inclusion induced clear shifts in microbial diversity and composition. Alpha and beta diversity metrics changed significantly with starch level, reflecting restructuring of microbial communities toward taxa specialized in carbohydrate metabolism. In particular, increases in
Prevotellaceae,
Lachnospiraceae, and
Ruminococcaceae were consistently observed, while
Lactobacillaceae declined. These compositional changes were positively correlated with increased concentrations of glucose and volatile fatty acids (VFAs), confirming that microbial restructuring translated into measurable functional outcomes, namely enhanced fermentative activity and energy extraction. Importantly, these shifts reflect adaptive responses rather than pathological dysbiosis, provided that microbial balance is maintained. Phytogenic supplementation (menthol, thymol, and eugenol) did not override these diet-driven changes but instead acted as a microbial stabilizer, primarily influencing low-abundance taxa (
Table 5). Rather than altering dominant fermentative populations, PFAs preserved microbial network structure and prevented excessive loss of diversity typically associated with high-starch feeding. Network and pathway analyses showed strengthened associations between key taxa and pathways involved in carbohydrate metabolism, amino acid turnover, and biogenic amine production. This selective modulation is mechanistically important, as it contrasts sharply with antibiotics, which indiscriminately suppress microbial populations and often destabilize fermentation. From an antimicrobial-reduction perspective, the implications of these findings are substantial. High-starch diets are strongly associated with subacute ruminal acidosis (SARA), inflammation, and secondary infections that frequently require antimicrobial treatment. By promoting microbial resilience during dietary transitions, PFAs may reduce the incidence of fermentation disorders that predispose animals to disease. As shown in
Table 5, the ability of PFAs to buffer microbial diversity and maintain functional pathways suggests a preventive mode of action reducing the need for antimicrobials upstream, rather than replacing them downstream. Furthermore, the rapid but orderly microbial adaptation observed in this study reinforces the concept that dietary management and microbiome support must be synchronized. PFAs appear most effective not as growth promoters per se, but as ecological moderators that smooth microbial transitions during nutritional stress. This positions phytogenics as a complementary strategy to other microbiome-based interventions (native microbial supplements or polyphenols), particularly in intensive production systems where dietary starch levels fluctuate. The findings presented in
Table 5 support the conclusion that gastrointestinal microbiota can adapt swiftly to high-starch diets and that phytogenic feed additives enhance the stability, resilience, and functional integrity of this adaptation. By mitigating dysbiosis without suppressing beneficial fermentation, PFAs offer a viable, non-antibiotic strategy to reduce disease risk and antimicrobial reliance in cattle exposed to high-concentrate feeding regimes.
He et al. [
20] demonstrated that gallic acid (GA) exerts quantifiable antimicrobial, microbiological, and metabolic effects in the context of extended-spectrum β-lactamase-producing enteroaggregative
Escherichia coli (ESBL-EAEC) infection. Natural infection in neonatal calves was associated with a significant reduction in microbial diversity indices (Shannon index decrease of approximately 20–30%) and marked depletion of key SCFA-producing taxa, including
Faecalibacterium and members of
Lachnospiraceae, alongside reductions in total fecal SCFA concentrations of roughly 25–40% compared with healthy controls. In vitro, GA inhibited ESBL-EAEC growth in a dose-dependent manner, with minimum inhibitory concentrations reported in the low millimolar range and substantially reduced bacterial adhesion to epithelial cells and downregulated pro-inflammatory cytokine expression (TNF-α, IL-6;
Table 7). In vivo murine challenge models showed that GA pretreatment substantially attenuated body weight loss and reduced disease activity scores, improving histopathological outcomes relative to infected controls (
Table 4 and
Table 7). Importantly, GA restored acetate and butyrate concentrations by approximately 20–35% and increased the relative abundance of SCFA-producing taxa such as
Clostridia_UCG-014 and
Oscillospiraceae by 1.5- to 2-fold. Fecal microbiota transplantation from GA-treated donors reproduced these benefits, yielding significant improvements in growth performance and SCFA concentrations compared with untreated infected recipients. Collectively, these quantitative outcomes support the concept that GA functions not merely as a direct antimicrobial compound but as a microbiome-modulating agent capable of restoring ecological balance and metabolic function, thereby offering a measurable and mechanistically grounded alternative to conventional antibiotic therapy in calf enteric disease management.
4.5. Rumen Microbial Supplements as Microbiome-Modulating Alternatives to Antibiotics
Native rumen microbial feed supplements represent a paradigm shift from conventional probiotics by prioritizing functional ecosystem reinforcement rather than transient microbial introduction. As summarized in
Table 4, Dickerson et al. [
25] demonstrated that supplementation with host-adapted rumen microbes improved lactational efficiency without increasing dry matter intake. ECM yields were significantly greater with both MFS1 and MFS2 relative to controls during early to mid-lactation (
Table 4), with the more diverse MFS2 consortium maintaining its advantage into late lactation. Importantly, these gains occurred without changes in intake, indicating improved nutrient utilization rather than intake-driven production. The more diverse MFS2 consortium containing
Ruminococcus and
Butyrivibrio was associated with sustained ECM responses, suggesting that fiber-degrading and butyrate-producing taxa confer resilience during periods of increasing metabolic strain. The negative correlation between starting days in milk and ECM response further highlights lactation stage as a key modifier of microbiome-based interventions. From an antimicrobial-reduction perspective, improved feed efficiency and metabolic stability may indirectly lower disease susceptibility, thereby reducing therapeutic antimicrobial demand during lactation. Diet-driven microbial adaptation studies further underscore the importance of microbial resilience rather than suppression. Ricci et al. [
23] showed that rumen and hindgut microbiota adapt rapidly to increased dietary starch, with measurable shifts occurring within 2–3 days, depending on ecological niche (
Table 5). Progressive starch inclusion increased the relative abundance of
Prevotellaceae,
Lachnospiraceae, and
Ruminococcaceae, taxa positively correlated with volatile fatty acid production and carbohydrate metabolism, while reducing
Lactobacillaceae. Phytogenic feed additive (PFA) supplementation did not overhaul dominant microbial populations but instead stabilized low-abundance taxa and microbial networks, mitigating diversity loss typically associated with high-concentrate diets. This targeted modulation contrasts with antibiotic-like effects and supports PFAs as microbiome-buffering agents during dietary transitions, a critical risk period for ruminal dysbiosis and subsequent antimicrobial intervention.
The importance of microbial diversity and functional redundancy is further supported by evidence from polyphenol and organic acid supplementation under high-grain feeding conditions. As detailed in
Table 5, De Nardi et al. [
19] observed that polyphenol supplementation substantially expanded taxonomic richness across multiple diversity indices (
Table 5), while evenness metrics remained unchanged, indicating broader community representation without disruption of balance. This indicates that polyphenols increased taxonomic breadth without disrupting community evenness, a desirable ecological outcome. Polyphenols and organic acids both reduced
Prevotella brevis, a starch-fermenting taxon linked to acid accumulation, while increasing
Christensenellaceae, a family associated with gut health and metabolic stability. These selective shifts suggest an ecological mechanism whereby polyphenols suppress dominant competitors, allowing less abundant but functionally complementary taxa to proliferate. Unlike antibiotics, these effects were reversible and diet-responsive, reinforcing their suitability as sustainable antimicrobial alternatives in high-grain systems. Early-life interventions emerged as a distinct and particularly promising strategy for antimicrobial stewardship. Centeno-Martinez et al. [
31] demonstrated that
Saccharomyces cerevisiae fermentation products (SCFPs) did not dramatically alter overall fecal microbial diversity but accelerated the maturation of key functional taxa (
Table 6). Several age-discriminatory taxa including
Dorea,
Roseburia,
Oscillospira, and
Ruminococcaceae, reached peak abundance approximately one month earlier in SCFP-supplemented calves than in controls. Although overall microbiome-predicted age did not differ between treatments, the earlier establishment of fiber-fermenting and short-chain fatty acid-producing taxa suggests enhanced gut functional capacity during a vulnerable developmental window. These subtle but biologically meaningful shifts illustrate how postbiotics may reduce antibiotic reliance indirectly, by strengthening gut resilience rather than suppressing pathogens.
In contrast, non-targeted microbial transfer strategies showed limited efficacy in shaping hindgut health. Huuki et al. [
26] reported that early-life rumen inoculation had minimal and transient effects on fecal microbiota composition, diversity, or diarrheal outcomes (
Table 4). Across bacterial, archaeal, and anaerobic fungal communities, age and dietary transition explained the majority of variance, with alpha diversity stabilizing between 6 and 9 months of age regardless of treatment. Dysbiosis signatures during pre-weaning diarrhea, characterized by increased
Escherichia-Shigella and reduced
Faecalibacterium and
Bifidobacterium, resolved naturally and were not mitigated by rumen inoculation. Source-tracking analyses confirmed that the calf’s own rumen, rather than donor inoculum, seeded hindgut communities, emphasizing that microbial interventions must be ecologically matched to gut region and developmental stage. Collectively, these findings (
Table 4,
Table 5 and
Table 6) reinforce the concept that antimicrobial-use reduction in cattle is best achieved through precision microbiome management rather than broad antimicrobial replacement. Native rumen microbes enhance efficiency through functional integration, phytogenics and polyphenols buffer microbiome resilience under dietary stress, and postbiotics accelerate early-life microbial maturation. Conversely, indiscriminate microbial transfer lacks efficacy when ecological compatibility is ignored. The convergence of performance benefits, microbial stability, and absence of negative health effects across these strategies provides strong evidence that microbiome-centered interventions can reduce disease risk and antimicrobial dependence, while supporting productivity in modern cattle production systems.