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January 16, 2024

What is Methylation: An Introduction to Its Role in Health and Disease for Functional Medicine Practitioners

Medically Reviewed by
Updated On
September 18, 2024

Methylation, a fundamental biochemical process, lies at the heart of how our bodies function and maintain health. It involves a simple, yet crucial, chemical addition - a methyl group to our DNA, which profoundly influences gene activity. This process doesn't alter the DNA sequence itself but plays a vital role in controlling which genes are active or inactive at any given time.Β 

Understanding methylation is key to unraveling the complex mechanisms of how our genes interact with our environment, diet, and lifestyle choices. It's a gateway to understanding why certain diseases develop and how we might better prevent or treat them.Β 

In the world of functional medicine, methylation is more than a biochemical term; it's a pivotal factor in personalized healthcare, offering insights into individual health risks and potential therapeutic avenues.

[signup]

What is Methylation?

DNA methylation, a vital epigenetic mechanism, involves adding a methyl group to DNA, impacting gene expression without altering the DNA sequence. This process, predominantly occurring in the CpG dinucleotide context, is crucial for normal development and key biological processes like genomic imprinting and X-chromosome inactivation.

In mammals, DNA methylation patterns are set early during development and are essential for regulating gene activity and maintaining cellular identity. The enzymes known as DNA methyltransferases (DNMTs) play a pivotal role in this process. DNMT1 maintains methylation patterns during cell division, while DNMT3A and DNMT3B establish new patterns (7).

Abnormal DNA methylation is linked to various diseases, notably cancer, where it can lead to inappropriate gene silencing or activation. Understanding DNA methylation is therefore fundamental for comprehending gene regulation and its implications in health and disease, providing insights into potential therapeutic targets and diagnostic markers (7).

Methylation and Its Role in Health

Beyond its fundamental role in gene regulation, DNA methylation has broader implications for health and disease. Aberrations in methylation patterns are particularly significant in the development of cancer. In normal cells, methylation helps suppress genes that, if unchecked, could lead to tumor growth. Conversely, in cancerous cells, these protective methylation patterns are often disrupted, leading to the activation of oncogenes and silencing of tumor suppressor genes.

This epigenetic alteration is not just limited to cancer but is also implicated in other diseases. For example, irregular DNA methylation patterns have been associated with neurological disorders, cardiovascular disease, osteoporosis, and immune disorders. This highlights the importance of methylation in maintaining cellular health for all populations and underscores its potential as a target for therapeutic interventions.

In the realm of personal health, this understanding reinforces the significance of lifestyle factors in influencing epigenetic changes. Diet, environmental exposures, and stress can impact DNA methylation, suggesting a link between our daily choices and genetic expression. For healthcare professionals, this underscores the need for a holistic approach to patient care, considering not just genetic factors but also lifestyle and environmental influences (20).

Methylation and Disease

Methylation imbalances play a pivotal role in a diverse array of health conditions, impacting gene expression and cellular function.

In cardiovascular diseases, improper methylation can lead to altered gene expression, contributing to arterial plaque formation and atherosclerosis. For instance, in atherosclerosis, methylation changes can induce smooth muscle cells to transition into a state that favors plaque buildup (2).

In cancer, methylation imbalances can activate oncogenes or silence tumor suppressor genes, leading to uncontrolled cell growth and tumor development. Such imbalances are evident in various cancers, where hypermethylation of specific gene promoters can inactivate genes that typically suppress tumors (13).

In neurological disorders, including Alzheimer’s and Parkinson’s disease, methylation changes are linked to alterations in brain function and structure. For example, in Alzheimer’s disease, methylation-induced gene silencing can affect brain cells, contributing to cognitive decline and neural degeneration (2).

DNA methylation also plays a role in autoimmune diseases by influencing the expression of genes that regulate the immune response, leading to conditions such as rheumatoid arthritis and systemic lupus erythematosus. In diabetes, aberrant methylation patterns can affect insulin secretion and glucose metabolism, contributing to disease progression. Obesity, often associated with metabolic disorders, has been linked to methylation alterations affecting genes involved in lipid and glucose metabolism (2).

Factors Influencing Methylation Processes

Factors influencing methylation processes in the body are multifaceted, involving genetics, diet, lifestyle, and environmental exposures. Genetics plays a crucial role, with genetic variants directly impacting DNA methylation patterns, thereby affecting gene expression related to lipid metabolism. For example, methylation quantitative trait loci (meQTL) studies show that a significant portion of CpG sites is influenced by nearby single nucleotide polymorphisms (SNPs), indicating a strong genetic control over methylation (6).

Diet is another critical factor. Consumption of high-fat foods can induce widespread DNA methylation changes, as seen in studies where a high-fat diet caused differential methylation in genes involved in lipid metabolism. This demonstrates that diet can directly alter epigenetic patterns. Similarly, nutrients such as n-3 long-chain polyunsaturated fatty acids (n-3 LCPUFA) and vitamins B12 and B9 (folic acid) have been shown to influence DNA methylation. These nutrients participate in one-carbon metabolism, supplying the methyl groups necessary for methylation processes (6,20).

Lifestyle choices, particularly physical activity, also have a significant impact. Regular exercise can induce changes in DNA methylation in key metabolic tissues like skeletal muscle and adipose tissue. These changes are tissue-specific, dose-dependent, and can either increase or decrease DNA methylation levels, depending on the type and duration of exercise (6,20).Β 

Environmental factors, including smoking and alcohol consumption, are known to affect global DNA methylation. Studies have shown that these lifestyle choices can lead to changes in methylation patterns of specific genes, which might contribute to the development of diseases like coronary heart disease (6,20).

Moreover, maternal nutrition during pregnancy plays a pivotal role in setting the methylation patterns in offspring, influencing their future health and susceptibility to metabolic diseases. This highlights the importance of early-life environmental exposures in shaping long-term health outcomes through epigenetic modifications (6).

Assessing Methylation Status in Patients

In functional medicine, assessing a patient's methylation status is integral for personalized treatment planning.

The DNA Methylation Pathway Profile by Doctor’s Data offers a comprehensive analysis of genetic changes that may impact critical biochemical processes such as methionine metabolism and hormone balance. This test is particularly valuable for individuals experiencing symptoms related to these pathways or those with a family history of related conditions. By examining a range of biomarkers, including SHMT, ACAT1, NOS3, BHMT, and MTHFR, this test provides a detailed view of a person's methylation pathway efficiency, which is vital for numerous bodily functions like DNA repair, neurotransmitter synthesis, and immune response.

Genova Diagnostics' Methylation Panel assesses methylation metabolites and genetic SNPs to reveal a patient's nutritional support needs. It's particularly useful for a wide range of symptoms, from mood disorders to chronic fatigue, guiding dietary and supplementation strategies to enhance methylation.

SpectraCell Laboratories' Micronutrient Test is another vital assessment tool. It evaluates the levels of various nutrients that play a significant role in the methylation process. Key biomarkers in this context include vitamins B12, B6, and folate. These vitamins are crucial cofactors in the methylation cycle, and their deficiency can lead to suboptimal methylation, affecting numerous physiological processes.

Lastly, the Homocysteine test by Access Med Labs measures homocysteine levels in the blood. Elevated homocysteine is an indicator of methylation issues and is linked to an increased risk of cardiovascular diseases. Monitoring this marker is essential in developing preventive strategies for heart health.

Together, these tests offer a comprehensive view of a patient's methylation status. By identifying specific nutritional deficiencies and genetic predispositions, they enable healthcare providers to tailor interventions that address the unique needs of each individual, optimizing methylation processes for better health outcomes.

[signup]

Therapeutic Approaches to Optimizing Methylation

Therapeutic strategies for methylation optimization involve a comprehensive approach that integrates various aspects of diet and lifestyle. Essential to these strategies is the inclusion of foods rich in folate, such as leafy greens, legumes, and seeds, which are pivotal in providing the necessary methyl groups for methylation processes. Foods high in B vitamins, particularly B12 and B6, found in fish, meat, poultry, and eggs, are also critical for supporting these pathways. Observational studies have revealed that certain dietary patterns, like the Mediterranean diet, which is abundant in fruits, vegetables, whole grains, and healthy fats, are linked to favorable DNA methylation patterns. This highlights the importance of a balanced diet in epigenetic health.

Supplementation plays a supportive role, especially when dietary intake may not be sufficient. Supplements such as folic acid, vitamins B12, B6, and betaine can provide essential nutrients directly involved in the methylation cycle, beneficial for those with dietary restrictions or specific genetic variations affecting nutrient absorption or processing. Alongside diet, lifestyle changes, particularly physical activity, significantly impact DNA methylation. Regular exercise, both aerobic and strength-based, induces methylation changes in crucial metabolic tissues, leading to improved health outcomes. This underscores the importance of incorporating physical activities tailored to individual capabilities and preferences (6,11).Β 

Additionally, lifestyle adjustments such as limiting alcohol consumption and avoiding smoking are vital, as these factors negatively impact methylation patterns. Moreover, reducing exposure to environmental toxins and stressors, which can disrupt normal methylation processes, is another critical element in optimizing methylation. Regular health check-ups to monitor nutrient levels and methylation markers are also important, allowing for the adjustment of dietary and lifestyle strategies to maintain optimal methylation (6,10).Β Β Β 

Challenges and Future Directions in Methylation ResearchΒ 

In the rapidly evolving field of methylation research, several challenges persist. One primary concern is the accurate profiling of DNA methylation. Current techniques, like Illumina DNA methylation arrays, offer affordability and standardization but face biases such as cross-hybridization and batch effects. Whole Genome Bisulfite Sequencing (WGBS), despite providing comprehensive methylome profiling, is hindered by high costs and technical complexities like bisulfite conversion biases. Furthermore, the distinction between 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) is blurred in bisulfite conversion-based methods, complicating the interpretation of results.

The heterogeneity of DNA methylation patterns within cell populations presents another significant challenge. Single-cell BS-seq (scBS-seq) technologies have emerged to address this, but issues like low genomic coverage and allele-specific methylation patterns need resolving. Additionally, the interpretation of methylation data can be problematic due to the diverse and complex nature of epigenetic data, necessitating close collaboration between biostatisticians, bioinformaticians, and biological researchers (12,14).Β 

Future directions in methylation research hold immense potential in disease prevention and treatment. Advances in technology and statistical methodologies are essential for more accurate and comprehensive methylation profiling. This progress will enhance our understanding of the molecular mechanisms behind diseases, especially those with epigenetic underpinnings like cancer. The development of novel therapeutic interventions targeting aberrant methylation patterns is a promising area. Additionally, the exploration of transgenerational epigenetic inheritance could revolutionize preventive medicine by identifying risk factors and intervention strategies early in life or even across generations. Lastly, the refinement of the 'epigenetic clock' concept could lead to better-aging biomarkers, crucial for age-related diseases' prevention and management (12,14).

[signup]

What is Methylation: Key Takeaways

Understanding methylation is pivotal in functional medicine for its role in gene regulation and its implications across a spectrum of diseases. From cardiovascular disorders to neurological and autoimmune diseases, the impact of methylation processes is profound. Therapeutic strategies, encompassing diet and lifestyle changes, target methylation optimization, demonstrating the intricate connection between daily choices and genetic expression. Future research directions in methylation promise significant advancements in disease prevention, treatment, and understanding of epigenetic inheritance, underscoring the critical importance of methylation in health and disease management.

Methylation, a fundamental biochemical process, lies at the heart of how our bodies function and maintain health. It involves a simple, yet crucial, chemical addition - a methyl group to our DNA, which profoundly influences gene activity. This process doesn't alter the DNA sequence itself but plays a vital role in controlling which genes are active or inactive at any given time.Β 

Understanding methylation is key to unraveling the complex mechanisms of how our genes interact with our environment, diet, and lifestyle choices. It's a gateway to understanding why certain health conditions may develop and how we might better support overall well-being.Β 

In the world of functional medicine, methylation is more than a biochemical term; it's a pivotal factor in personalized healthcare, offering insights into individual health risks and potential supportive avenues.

[signup]

What is Methylation?

DNA methylation, a vital epigenetic mechanism, involves adding a methyl group to DNA, impacting gene expression without altering the DNA sequence. This process, predominantly occurring in the CpG dinucleotide context, is crucial for normal development and key biological processes like genomic imprinting and X-chromosome inactivation.

In mammals, DNA methylation patterns are set early during development and are essential for regulating gene activity and maintaining cellular identity. The enzymes known as DNA methyltransferases (DNMTs) play a pivotal role in this process. DNMT1 maintains methylation patterns during cell division, while DNMT3A and DNMT3B establish new patterns (7).

Abnormal DNA methylation is linked to various health conditions, notably cancer, where it can lead to inappropriate gene silencing or activation. Understanding DNA methylation is therefore fundamental for comprehending gene regulation and its implications in health, providing insights into potential supportive targets and diagnostic markers (7).

Methylation and Its Role in Health

Beyond its fundamental role in gene regulation, DNA methylation has broader implications for health. Aberrations in methylation patterns are particularly significant in the development of cancer. In normal cells, methylation helps suppress genes that, if unchecked, could lead to tumor growth. Conversely, in cancerous cells, these protective methylation patterns are often disrupted, leading to the activation of oncogenes and silencing of tumor suppressor genes.

This epigenetic alteration is not just limited to cancer but is also implicated in other health conditions. For example, irregular DNA methylation patterns have been associated with neurological disorders, cardiovascular health, bone health, and immune function. This highlights the importance of methylation in maintaining cellular health for all populations and underscores its potential as a target for supportive interventions.

In the realm of personal health, this understanding reinforces the significance of lifestyle factors in influencing epigenetic changes. Diet, environmental exposures, and stress can impact DNA methylation, suggesting a link between our daily choices and genetic expression. For healthcare professionals, this underscores the need for a holistic approach to patient care, considering not just genetic factors but also lifestyle and environmental influences (20).

Methylation and Health Conditions

Methylation imbalances play a pivotal role in a diverse array of health conditions, impacting gene expression and cellular function.

In cardiovascular health, improper methylation can lead to altered gene expression, contributing to arterial plaque formation and atherosclerosis. For instance, in atherosclerosis, methylation changes can induce smooth muscle cells to transition into a state that favors plaque buildup (2).

In cancer, methylation imbalances can activate oncogenes or silence tumor suppressor genes, leading to uncontrolled cell growth and tumor development. Such imbalances are evident in various cancers, where hypermethylation of specific gene promoters can inactivate genes that typically suppress tumors (13).

In neurological disorders, including Alzheimer’s and Parkinson’s disease, methylation changes are linked to alterations in brain function and structure. For example, in Alzheimer’s disease, methylation-induced gene silencing can affect brain cells, contributing to cognitive decline and neural degeneration (2).

DNA methylation also plays a role in autoimmune conditions by influencing the expression of genes that regulate the immune response, leading to conditions such as rheumatoid arthritis and systemic lupus erythematosus. In diabetes, aberrant methylation patterns can affect insulin secretion and glucose metabolism, contributing to disease progression. Obesity, often associated with metabolic disorders, has been linked to methylation alterations affecting genes involved in lipid and glucose metabolism (2).

Factors Influencing Methylation Processes

Factors influencing methylation processes in the body are multifaceted, involving genetics, diet, lifestyle, and environmental exposures. Genetics plays a crucial role, with genetic variants directly impacting DNA methylation patterns, thereby affecting gene expression related to lipid metabolism. For example, methylation quantitative trait loci (meQTL) studies show that a significant portion of CpG sites is influenced by nearby single nucleotide polymorphisms (SNPs), indicating a strong genetic control over methylation (6).

Diet is another critical factor. Consumption of high-fat foods can induce widespread DNA methylation changes, as seen in studies where a high-fat diet caused differential methylation in genes involved in lipid metabolism. This demonstrates that diet can directly alter epigenetic patterns. Similarly, nutrients such as n-3 long-chain polyunsaturated fatty acids (n-3 LCPUFA) and vitamins B12 and B9 (folic acid) have been shown to influence DNA methylation. These nutrients participate in one-carbon metabolism, supplying the methyl groups necessary for methylation processes (6,20).

Lifestyle choices, particularly physical activity, also have a significant impact. Regular exercise can induce changes in DNA methylation in key metabolic tissues like skeletal muscle and adipose tissue. These changes are tissue-specific, dose-dependent, and can either increase or decrease DNA methylation levels, depending on the type and duration of exercise (6,20).Β 

Environmental factors, including smoking and alcohol consumption, are known to affect global DNA methylation. Studies have shown that these lifestyle choices can lead to changes in methylation patterns of specific genes, which might contribute to the development of conditions like coronary heart disease (6,20).

Moreover, maternal nutrition during pregnancy plays a pivotal role in setting the methylation patterns in offspring, influencing their future health and susceptibility to metabolic conditions. This highlights the importance of early-life environmental exposures in shaping long-term health outcomes through epigenetic modifications (6).

Assessing Methylation Status in Patients

In functional medicine, assessing a patient's methylation status is integral for personalized treatment planning.

The DNA Methylation Pathway Profile by Doctor’s Data offers a comprehensive analysis of genetic changes that may impact critical biochemical processes such as methionine metabolism and hormone balance. This test is particularly valuable for individuals experiencing symptoms related to these pathways or those with a family history of related conditions. By examining a range of biomarkers, including SHMT, ACAT1, NOS3, BHMT, and MTHFR, this test provides a detailed view of a person's methylation pathway efficiency, which is vital for numerous bodily functions like DNA repair, neurotransmitter synthesis, and immune response.

Genova Diagnostics' Methylation Panel assesses methylation metabolites and genetic SNPs to reveal a patient's nutritional support needs. It's particularly useful for a wide range of symptoms, from mood disorders to chronic fatigue, guiding dietary and supplementation strategies to enhance methylation.

SpectraCell Laboratories' Micronutrient Test is another vital assessment tool. It evaluates the levels of various nutrients that play a significant role in the methylation process. Key biomarkers in this context include vitamins B12, B6, and folate. These vitamins are crucial cofactors in the methylation cycle, and their deficiency can lead to suboptimal methylation, affecting numerous physiological processes.

Lastly, the Homocysteine test by Access Med Labs measures homocysteine levels in the blood. Elevated homocysteine is an indicator of methylation issues and is linked to an increased risk of cardiovascular conditions. Monitoring this marker is essential in developing preventive strategies for heart health.

Together, these tests offer a comprehensive view of a patient's methylation status. By identifying specific nutritional deficiencies and genetic predispositions, they enable healthcare providers to tailor interventions that address the unique needs of each individual, optimizing methylation processes for better health outcomes.

[signup]

Therapeutic Approaches to Optimizing Methylation

Therapeutic strategies for methylation optimization involve a comprehensive approach that integrates various aspects of diet and lifestyle. Essential to these strategies is the inclusion of foods rich in folate, such as leafy greens, legumes, and seeds, which are pivotal in providing the necessary methyl groups for methylation processes. Foods high in B vitamins, particularly B12 and B6, found in fish, meat, poultry, and eggs, are also critical for supporting these pathways. Observational studies have revealed that certain dietary patterns, like the Mediterranean diet, which is abundant in fruits, vegetables, whole grains, and healthy fats, are linked to favorable DNA methylation patterns. This highlights the importance of a balanced diet in epigenetic health.

Supplementation plays a supportive role, especially when dietary intake may not be sufficient. Supplements such as folic acid, vitamins B12, B6, and betaine can provide essential nutrients directly involved in the methylation cycle, beneficial for those with dietary restrictions or specific genetic variations affecting nutrient absorption or processing. Alongside diet, lifestyle changes, particularly physical activity, significantly impact DNA methylation. Regular exercise, both aerobic and strength-based, induces methylation changes in crucial metabolic tissues, leading to improved health outcomes. This underscores the importance of incorporating physical activities tailored to individual capabilities and preferences (6,11).Β 

Additionally, lifestyle adjustments such as limiting alcohol consumption and avoiding smoking are vital, as these factors negatively impact methylation patterns. Moreover, reducing exposure to environmental toxins and stressors, which can disrupt normal methylation processes, is another critical element in optimizing methylation. Regular health check-ups to monitor nutrient levels and methylation markers are also important, allowing for the adjustment of dietary and lifestyle strategies to maintain optimal methylation (6,10).Β Β Β 

Challenges and Future Directions in Methylation ResearchΒ 

In the rapidly evolving field of methylation research, several challenges persist. One primary concern is the accurate profiling of DNA methylation. Current techniques, like Illumina DNA methylation arrays, offer affordability and standardization but face biases such as cross-hybridization and batch effects. Whole Genome Bisulfite Sequencing (WGBS), despite providing comprehensive methylome profiling, is hindered by high costs and technical complexities like bisulfite conversion biases. Furthermore, the distinction between 5-methylcytosine (5mC) and 5-hydroxymethylcytosine (5hmC) is blurred in bisulfite conversion-based methods, complicating the interpretation of results.

The heterogeneity of DNA methylation patterns within cell populations presents another significant challenge. Single-cell BS-seq (scBS-seq) technologies have emerged to address this, but issues like low genomic coverage and allele-specific methylation patterns need resolving. Additionally, the interpretation of methylation data can be problematic due to the diverse and complex nature of epigenetic data, necessitating close collaboration between biostatisticians, bioinformaticians, and biological researchers (12,14).Β 

Future directions in methylation research hold immense potential in health support and management. Advances in technology and statistical methodologies are essential for more accurate and comprehensive methylation profiling. This progress will enhance our understanding of the molecular mechanisms behind health conditions, especially those with epigenetic underpinnings like cancer. The development of novel supportive interventions targeting aberrant methylation patterns is a promising area. Additionally, the exploration of transgenerational epigenetic inheritance could revolutionize preventive health by identifying risk factors and intervention strategies early in life or even across generations. Lastly, the refinement of the 'epigenetic clock' concept could lead to better-aging biomarkers, crucial for age-related health management (12,14).

[signup]

What is Methylation: Key Takeaways

Understanding methylation is pivotal in functional medicine for its role in gene regulation and its implications across a spectrum of health conditions. From cardiovascular health to neurological and autoimmune conditions, the impact of methylation processes is profound. Therapeutic strategies, encompassing diet and lifestyle changes, target methylation optimization, demonstrating the intricate connection between daily choices and genetic expression. Future research directions in methylation promise significant advancements in health support, management, and understanding of epigenetic inheritance, underscoring the critical importance of methylation in health management.

The information in this article is designed for educational purposes only and is not intended to be a substitute for informed medical advice or care. This information should not be used to diagnose or treat any health problems or illnesses without consulting a doctor. Consult with a health care practitioner before relying on any information in this article or on this website.

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Lab Tests in This Article

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  2. Ehrlich, M. (2019). DNA hypermethylation in disease: mechanisms and clinical relevance. Epigenetics, 14(12), 1141–1163. https://doi.org/10.1080/15592294.2019.1638701
  3. Fodder, K., Rohan de Silva, Warner, T. T., & Bettencourt, C. (2023). The contribution of DNA methylation to the (dys)function of oligodendroglia in neurodegeneration. Acta Neuropathologica Communications, 11(1). https://doi.org/10.1186/s40478-023-01607-9
  4. Geraghty, A. A., Lindsay, K. L., Alberdi, G., McAuliffe, F. M., & Gibney, E. R. (2015). Nutrition during Pregnancy Impacts Offspring’s Epigenetic Statusβ€”Evidence from Human and Animal Studies. Nutrition and Metabolic Insights, 8s1, NMI.S29527–NMI.S29527. https://doi.org/10.4137/nmi.s29527
  5. Handy, D. E. (2017). The Link Between Hyperhomocysteinemia and Hypomethylation: Implications for Cardiovascular Disease - Madalena Barroso, Diane E. Handy, Rita Castro, 2017. Journal of Inborn Errors of Metabolism and Screening. https://journals.sagepub.com/doi/10.1177/2326409817698994
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  8. Lanata, C., Chung, S. A., & Criswell, L. A. (2018). DNA methylation 101: what is important to know about DNA methylation and its role in SLE risk and disease heterogeneity. Lupus Science & Medicine, 5(1), e000285–e000285. https://doi.org/10.1136/lupus-2018-000285
  9. Maugeri, A., & Barchitta, M. (2020). How Dietary Factors Affect DNA Methylation: Lesson from Epidemiological Studies. Medicina-Lithuania, 56(8), 374–374. https://doi.org/10.3390/medicina56080374
  10. NatΓ lia Carreras-Gallo, Dwaraka, V. B., CΓ‘ceres, A., Smith, R., Mendez, T. L., Went, H., & GonzΓ‘lez, J. R. (2023). Impact of tobacco, alcohol, and marijuana on genome-wide DNA methylation and its relationship with hypertension. Epigenetics, 18(1). https://doi.org/10.1080/15592294.2023.2214392
  11. Plaza‐DΓ­az, J., Izquierdo, D., Álvaro Torres-Martos, Aiman Tariq Baig, Aguilera, C. M., & Francisco Javier Ruiz‐Ojeda. (2022). Impact of Physical Activity and Exercise on the Epigenome in Skeletal Muscle and Effects on Systemic Metabolism. Biomedicines, 10(1), 126–126. https://doi.org/10.3390/biomedicines10010126
  12. Qin, Z. S., Li, B., Conneely, K. N., Wu, H., Hu, M., Deepak Nag Ayyala, Park, Y., Jin, V. X., Zhang, F., Zhang, H., Li, L., & Lin, S. (2016). Statistical Challenges in Analyzing Methylation and Long-Range Chromosomal Interaction Data. Statistics in Biosciences, 8(2), 284–309. https://doi.org/10.1007/s12561-016-9145-0
  13. Ranjani Lakshminarasimhan, & Liang, G. (2016). The Role of DNA Methylation in Cancer. Advances in Experimental Medicine and Biology, 151–172. https://doi.org/10.1007/978-3-319-43624-1_7
  14. VillicaΓ±a, S., & Bell, J. T. (2021). Genetic impacts on DNA methylation: research findings and future perspectives. Genome Biology, 22(1). https://doi.org/10.1186/s13059-021-02347-6
  15. Zwamborn, R. A. J., Slieker, R. C., Mulder, P., Zoetemelk, I., Lars Verschuren, H. Eka D. Suchiman, Toet, K., Droog, S., P. Eline Slagboom, Kooistra, T., Kleemann, R., & Heijmans, B. T. (2017). Prolonged high-fat diet induces gradual and fat depot-specific DNA methylation changes in adult mice. Scientific Reports, 7(1). https://doi.org/10.1038/srep43261
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  19. (2023d, September 22). Rupa Health. https://www.rupahealth.com/post/top-labs-to-run-bi-annually-on-your-patients-who-suffer-from-parkinsons-disease
  20. (2023e, December 27). Rupa Health. https://www.rupahealth.com/post/epigenetics-and-disease-prevention-harnessing-lifestyle-changes-in-clinical-practice

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