Science AI Journal
Agricultural and Biological Sciences · Research topic

Open research questions in Milk Quality and Mastitis in Dairy Cows

99 unresolved questions extracted from the limitations and future-work sections of 584 Milk Quality and Mastitis in Dairy Cows papers in our library. Each links back to the study that raised it.

What the literature leaves open

  • The study identifies a gap in the existing literature regarding the use of machine learning techniques for predicting lactation milk yields. The gap is related to the lack of accurate models that can capture non-linear dependencies between milk yield and production/reproductive performance indicators.

    Prediction of lactation milk yields using machine learning based on milk production data and reproduction performance indicators · 2026 · DOI

  • The study used a simulated gastrointestinal digestion model. The study used a limited number of milk samples. The study focused on the immunogenic potential of milk protein composite genotypes in a specific mouse model.

    Ex Vivo Immune Response of Casein-Sensitized Lymphocytes to Bovine Milk Protein Composite Genotypes: Beyond the β-Casein A1/A2 Paradigm · 2026 · DOI

  • There is a need to identify molecular signatures associated with milk fever in Holstein dairy cows. There is a need to develop a diagnostic model for milk fever using artificial neural networks. There is a lack of studies combining targeted blood gene-expression profiling, coding region SNP analysis, and artificial neural networks (ANNs) to identify candidate biomarkers for milk fever.

    Integrative targeted blood gene-expression profiling, coding-region genetic variants, and machine learning identify candidate biomarkers of milk fever in Holstein dairy cattle · 2026 · DOI

  • Further research is needed to understand the immunogenic potential of complex milk protein variants. Studies should investigate the effects of different milk protein composite genotypes on human health. Research should focus on the development of new methods for reducing the immunogenic potential of milk proteins.

    Ex Vivo Immune Response of Casein-Sensitized Lymphocytes to Bovine Milk Protein Composite Genotypes: Beyond the β-Casein A1/A2 Paradigm · 2026 · DOI

  • Staphylococcus aureus is a significant pathogen in dairy animals, particularly when it infects the mammary gland; however, its prevalence among dairy goats in China remains poorly understood.

    Characteristic profiles of molecular types, antibiotic resistance, antibiotic resistance genes, and virulence genes of Staphylococcus aureus isolates from caprine mastitis in China · 2025 · DOI

  • Introduction Staphylococcus chromogenes are commonly found in intramammary infections associated with bovine subclinical mastitis in dairy cattle, yet their genomic diversity and antimicrobial resistance dynamics remain poorly characterized, particularly in African settings.

    Population structure, resistome, and virulome of Staphylococcus chromogenes strains from milk of subclinical bovine mastitis in South Africa · 2025 · DOI

  • Little is known about bacterial factors that impact clinical outcomes or allow some strains to outcompete others in the mammary gland (MG) environment.

    Genes associated with fitness and disease severity in the pan-genome of mastitis-associated Escherichia coli · 2024 · DOI

  • Current methods for estrus detection are labor-intensive or require dedicated hardware. There is a need for a more accurate and efficient method for estrus detection.

    Detection of Estrus in Dairy Cows: A Proof-of-Concept Near-Infrared Milk Sensing and Machine-Learning Study · 2026 · DOI

  • The combination of high feature dimensionality and strong internal metrics, especially under SMOTE, indicates a real risk of overfitting; SMOTE-based results should be regarded as illustrative of pipeline behavior under artificial class balance rather than as deployable performance estimates.

    Detection of Estrus in Dairy Cows: A Proof-of-Concept Near-Infrared Milk Sensing and Machine-Learning Study · 2026 · DOI

  • the observational and cross-sectional design does not allow determination of whether rumination time directly influences parameters or acts as an integrative indicator, - the study does not account for potential confounding variables, - the sample size is limited to 88 cows

    Association of Rumination Time with Metabolic Imbalance and Milk Quality Traits in Holstein Cattle · 2026 · DOI

  • Traditional knowledge is largely oral and is disappearing as elderly healers pass away without younger generations adopting the practices. The lack of scientific proof of its efficacy and lack of precise dosage, which could lead to toxicity, are other disadvantages of traditional medicine.

    Beyond antibiotics: validating ethno-veterinary practices as a holistic shield for public health and sustainable animal husbandry · 2026 · DOI

  • The lack of scientific validation of traditional ethnoveterinary formulations. The need for alternative approaches to disease prevention and treatment in livestock production.

    Beyond antibiotics: validating ethno-veterinary practices as a holistic shield for public health and sustainable animal husbandry · 2026 · DOI

  • Subclinical mastitis is a complex disease driven by host-pathogen interactions. The disease has significant economic and animal welfare implications. There is a need to develop novel therapeutic strategies for subclinical mastitis.

    Integrated methylome–transcriptome profiling reveals epigenetic regulation of immune activation pathways and CSN3-associated lactation repression in bovine subclinical mastitis · 2026 · DOI

  • The epigenetic mechanisms that regulate transcriptional responses in subclinical mastitis remain less well characterized. There is a need to characterize DNA methylation-based regulatory networks in bovine subclinical mastitis.

    Integrated methylome–transcriptome profiling reveals epigenetic regulation of immune activation pathways and CSN3-associated lactation repression in bovine subclinical mastitis · 2026 · DOI

  • Mastitis is a complex disease with multiple causes and consequences. The disease can be difficult to diagnose and treat. There is a need for effective and targeted therapies and diagnostic tools.

    Bioinformatics approach to identify potential biomarker and drug target for the clinical and subclinical mastitis disease in dairy cattle · 2026 · DOI

  • There is a need to identify potential biomarkers and drug targets for clinical and subclinical mastitis. There is a lack of understanding of the molecular mechanisms underlying mastitis. There is a need for a framework for developing targeted therapies and diagnostic tools.

    Bioinformatics approach to identify potential biomarker and drug target for the clinical and subclinical mastitis disease in dairy cattle · 2026 · DOI

  • Future research should focus on the development of more advanced dairy technologies. There is a need for more studies on the impact of advanced technologies on dairy farm management and animal welfare.

    A comprehensive review on advanced dairy technologies for increased milk production · 2026 · DOI

  • The paper identifies a gap in the use of advanced technologies in dairy production. There is a need for more research on the application of sensors and data technology in dairy farming.

    A comprehensive review on advanced dairy technologies for increased milk production · 2026 · DOI

  • development of more effective and sustainable strategies, - advanced diagnostics and alternative therapeutics, - integration of mechanistic insights with applied field studies

    Staphylococcus aureus in Bovine Mastitis: Pathogenesis, Antimicrobial Resistance, and Emerging Control Strategies · 2026 · DOI

  • the increasing prevalence of antimicrobial resistance, including methicillin-resistant and multidrug-resistant strains. the limitations of current diagnostic and therapeutic approaches. the need for integrated strategies to control the disease.

    Staphylococcus aureus in Bovine Mastitis: Pathogenesis, Antimicrobial Resistance, and Emerging Control Strategies · 2026 · DOI

  • Bovine mastitis is a common challenge in dairy cattle, affecting milk production and quality. The disease is caused by pathogenic microorganisms, with bacteria being the predominant culprits. There is a need for effective antibiotic stewardship in dairy herds.

    Occurrence and antibiotic resistance profiles of mastitis pathogens in North West South African dairy herds · 2026 · DOI

  • Although bacteria were detected in the culture-positive milk sam- ples, a definitive diagnosis of mastitis could not be established due to the limitation of unavailability of somatic cell count (SCC) results.

    Occurrence and antibiotic resistance profiles of mastitis pathogens in North West South African dairy herds · 2026 · DOI

  • Antimicrobial resistance in mastitis management. Limited availability of effective alternative approaches to manage mastitis. Need for sustainable dairy production and One Health-oriented AMR mitigation strategies.

    Management of Antibiotic-Resistant Pathogens in Clinical and Chronic Mastitis using Pashu Ayurveda (Ethnoveterinary) Formulations: A Field-Based Interventional Study · 2026 · DOI

  • The gap in the current mastitis management strategies is the over-reliance on antibiotics, leading to antimicrobial resistance. The need for alternative approaches to manage mastitis and reduce antibiotic resistance.

    Management of Antibiotic-Resistant Pathogens in Clinical and Chronic Mastitis using Pashu Ayurveda (Ethnoveterinary) Formulations: A Field-Based Interventional Study · 2026 · DOI

  • There is a need to enhance the naturally occurring resistance of cattle to invading pathogens, reducing the reliance on antibiotic treatments. Subclinical intramammary infections pose an insidious challenge, delaying diagnosis and allowing the infection to spread.

    Transcriptome-derived variants in milk reveal host response signatures to subclinical intramammary infection in Holstein cattle · 2026 · DOI

Most-cited papers in Milk Quality and Mastitis in Dairy Cows

Most recent work

Find a gap in your own Milk Quality and Mastitis in Dairy Cows sub-topic

This page shows what the Milk Quality and Mastitis in Dairy Cows literature already flags as unresolved. To narrow it to your specific question, run the guided finder — it searches the gap library on demand and checks candidates against 250M+ OpenAlex works.

Open the Research Gap Finder →

Related topics in Agricultural and Biological Sciences

Smart Agriculture and AI
664 open questions
Agricultural Development and Management
535 open questions
Agricultural Innovations and Practices
472 open questions
Rural development and sustainability
453 open questions
Soil Carbon and Nitrogen Dynamics
396 open questions
Land Rights and Reforms
374 open questions
Agriculture, Land Use, Rural Development
350 open questions
Plant Molecular Biology Research
300 open questions
99 open questions have been extracted from the limitations and future-work passages of 584 Milk Quality and Mastitis in Dairy Cows papers in our library. Each one below links back to the study that raised it, so you can read the original claim in context.

Tools for your next paper

Gaps & Literature SearchFind open questions in any field — 120,000+ open gaps mined from our own library.Pre-CheckIs your paper ready? A Tier 1–5 acceptance probability in seconds.Journal FinderA ranked shortlist of target journals from a 17,500-venue index.Duplicate Publication CheckerCheck prior-publication & salami-slicing risk across 8 sources.Citation GeneratorFreeA DOI or title → APA, MLA, Vancouver, Chicago, BibTeX, RIS. No signup.Graphical Abstract MakerFreeTurn your findings into a colorblind-safe graphical abstract.

Compare the category — Honest roundups of the AI research tools, ours listed alongside the alternatives.

Command palette

Jump anywhere, run any action.