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Myocardial Ischemia

Myocardial ischemia is a serious cardiovascular condition characterized by an insufficient blood supply to the heart muscle, or myocardium. This reduction in blood flow leads to a critical imbalance between the heart’s demand for oxygen and its actual supply, depriving cardiac cells of the vital nutrients and oxygen they need to function properly.

The primary biological basis for myocardial ischemia is most commonly coronary artery disease (CAD), a condition in which the coronary arteries, responsible for delivering oxygenated blood to the heart, become narrowed or blocked. This narrowing is typically due to atherosclerosis, a process involving the buildup of fatty plaques within the arterial walls. Other contributing factors can include coronary artery spasm or microvascular dysfunction. At a cellular level, prolonged oxygen deprivation can impair myocardial function, leading to cellular damage and, if severe enough, cell death. Genetic factors are known to contribute to an individual’s susceptibility to myocardial ischemia, with studies estimating its heritability and identifying it as a phenotype suitable for genetic analysis.[1]

Clinically, myocardial ischemia often manifests as angina pectoris, a characteristic chest pain or discomfort that may radiate to other parts of the body, such as the arm, neck, or jaw. Other symptoms can include shortness of breath, fatigue, or nausea. If the ischemic condition is prolonged or severe, it can lead to a myocardial infarction (heart attack), a life-threatening event where a portion of the heart muscle dies due to complete lack of blood flow. It also contributes to the development and progression of chronic heart failure. Early diagnosis and intervention are crucial for managing symptoms, preventing severe cardiac events, and improving patient outcomes. Phenome-wide association studies (PheWAS) have included myocardial ischemia as a key phenotype in large-scale genetic investigations, highlighting its importance in understanding disease etiology across diverse populations.[1]

Myocardial ischemia represents a major public health challenge globally, contributing significantly to cardiovascular disease morbidity and mortality. Its widespread prevalence places a substantial burden on healthcare systems and impacts the quality of life for millions worldwide. Understanding the genetic architecture of myocardial ischemia, through studies that analyze heritability and genetic associations, is critical for developing more effective strategies for risk prediction, prevention, and personalized treatment approaches. Such research contributes to public health efforts aimed at reducing the incidence and impact of heart disease.[1]

Cohort Specificity and Statistical Robustness

Section titled “Cohort Specificity and Statistical Robustness”

The generalizability of findings concerning myocardial ischemia is influenced by the specific characteristics of the study cohort. The primary dataset was derived from individuals undergoing regular health check-ups, which inherently resulted in a relatively low prevalence of individuals with significant morbidity. This ascertainment bias can reduce statistical power for certain disease phenotypes, potentially leading to lower significance for associated genetic loci and increasing the risk of false-negative findings for traits like myocardial ischemia, where cases might be underrepresented.[1] Furthermore, the analysis of phenotype-phenotype networks was constructed from a single sample population, precluding external validation and raising the possibility of spurious correlations that are not intrinsically genetic.[1]The reliance on suggestive p-value cutoffs in some analyses, rather than stricter thresholds like FDR correction, also increases the potential for false-positive associations, necessitating careful interpretation of the reported genetic links to myocardial ischemia.[1]

Generalizability Across Populations and Phenotype Ascertainment

Section titled “Generalizability Across Populations and Phenotype Ascertainment”

A significant limitation in understanding the genetic architecture of myocardial ischemia stems from the underrepresentation of non-European populations in genetic association studies. This bias hinders the identification of ancestry-specific genetic factors and rare variants that may play crucial roles in diverse populations, thereby limiting the broader applicability of findings and potentially exacerbating health disparities.[2] Additionally, the methods used for phenotype definition present challenges; relying on broad classifications like International Classification of Diseases (ICD) terms or phecodes can introduce biases inherent to healthcare practices or diagnostic variability.[1]The presence of unrecorded comorbidities in patient records and the reliance on physician-dependent diagnostic decisions further complicate accurate phenotype ascertainment, potentially leading to false-negative or unconfirmed diagnoses that impact the precision of genetic associations with myocardial ischemia.[2]

Myocardial ischemia, like many complex diseases, is influenced by an intricate interplay of genetic and environmental factors, posing challenges for fully elucidating its etiology. Current genetic studies often do not fully capture these gene-environment interactions, leaving a gap in understanding the complete genetic contributions and potentially overlooking significant environmental confounders.[2] The observation that some Mendelian randomization analysis results were not biologically reasonable, despite statistical significance, underscores the complexity and the need for further validation and exploration into the underlying biological mechanisms.[1] A comprehensive understanding requires future research to explicitly incorporate gene-by-environment interaction analyses and validate findings in larger, diverse cohorts to bridge these remaining knowledge gaps and enhance the biological plausibility of observed associations.[1]

Genetic variants play a crucial role in influencing an individual’s susceptibility to complex diseases, including myocardial ischemia. Extensive genome-wide association studies (GWAS) and phenome-wide association studies (PheWAS) have been instrumental in identifying numerous genetic loci associated with cardiovascular traits and related metabolic conditions across diverse populations.[1]Understanding these variants, their associated genes, and their functional implications provides insights into disease mechanisms and potential targets for intervention.

The CDKN2B-AS1 gene, also known as ANRIL (Antisense Non-coding RNA in the INK4Locus), is a long non-coding RNA located in a genomic region frequently associated with cardiovascular disease, type 2 diabetes, and various cancers. Variantsrs10757274 and rs1537373 within this locus are particularly noteworthy due to their strong association with coronary artery disease and myocardial infarction.[1] CDKN2B-AS1 is believed to regulate the expression of neighboring tumor suppressor genes, CDKN2A and CDKN2B, which are critical for cell cycle control and cellular senescence. Dysregulation of these pathways can contribute to atherosclerosis, the underlying cause of myocardial ischemia, by affecting vascular smooth muscle cell proliferation and inflammation in arterial walls.

Olfactory receptor genes, traditionally known for their role in the sense of smell, are increasingly recognized for their diverse functions in non-olfactory tissues, including the cardiovascular system. Variants such asrs80167961 in the OR4A16 - OR4A15 region and rs7123579 in the OR4C14P - OR4C15region highlight this emerging complexity. While the precise mechanisms linking these specific olfactory receptor variants to myocardial ischemia are still being elucidated, studies suggest that olfactory receptors expressed in the heart and blood vessels can modulate blood pressure, vascular tone, and inflammatory responses.[2]These receptors might influence cellular signaling pathways that, when perturbed by genetic variation, could contribute to cardiovascular pathology and increase the risk of ischemic events.

Another significant locus involves the RBM46 and NPY2R-AS1 genes, with the variant rs62325286 located within this genomic region. RBM46 (RNA Binding Motif Protein 46) is involved in RNA processing and regulation, potentially impacting the expression of various genes crucial for cellular function and tissue homeostasis. NPY2R-AS1 is an antisense RNA associated with NPY2R (Neuropeptide Y Receptor Y2), a G-protein coupled receptor that binds neuropeptide Y, a powerful vasoconstrictor and neuromodulator.[1] Alterations in neuropeptide signaling and RNA regulation due to variants like rs62325286 could indirectly affect cardiovascular physiology, including vascular reactivity, lipid metabolism, and inflammation, thereby influencing the susceptibility to myocardial ischemia.

RS IDGeneRelated Traits
rs10757274
rs1537373
CDKN2B-AS1Abdominal Aortic Aneurysm
coronary artery disease
angina pectoris
aspirin use measurement
Vasodilators used in cardiac diseases use measurement
rs80167961 OR4A16 - OR4A15myocardial ischemia
rs7123579 OR4C14P - OR4C15myocardial ischemia
rs62325286 RBM46 - NPY2R-AS1myocardial ischemia

Myocardial ischemia refers to a condition affecting the heart muscle, specifically categorized under cerebro-cardio-vascular phenotypes in health check-up cohorts.[1]This condition is also identified as “cardiac ischemia” within the broader context of cardiovascular diseases.[1]Fundamentally, this term describes a physiological state where the heart muscle receives an inadequate supply of blood, which is crucial for its proper function. The precise definition in research studies often relies on objective physiological changes that indicate this reduced blood flow.

Diagnostic Criteria and Measurement Modalities

Section titled “Diagnostic Criteria and Measurement Modalities”

The primary diagnostic criterion for myocardial ischemia mentioned in research involves its detection through electrocardiography, explicitly noted as “EKG: Myocardial ischemia.”.[1] This operational definition highlights the utility of monitoring the heart’s electrical activity to identify patterns consistent with insufficient myocardial blood supply. Complementary measurement approaches, such as evaluating “Coronary CT: Coronary calcium” and “Coronary CT: Coronary vascular” using computed tomography, contribute to a comprehensive assessment of coronary artery health, which is a key determinant of ischemia.[1] These methods provide insights into the structural integrity of the vessels that supply blood to the heart.

Clinical Classification and Associated Conditions

Section titled “Clinical Classification and Associated Conditions”

Myocardial ischemia is classified within the “cerebro-cardio-vascular” biological category, underscoring its direct impact on the cardiovascular system.[1]Furthermore, it is recognized as a significant “cardiovascular disease” and is noted as a known complication frequently associated with “metabolic syndrome.”.[1]This classification integrates myocardial ischemia into a broader conceptual framework, suggesting that systemic metabolic dysregulation can predispose individuals to cardiac compromise. Understanding these interconnected relationships is vital for identifying at-risk populations and informing comprehensive clinical management strategies.

Clinical Manifestations and Initial Recognition

Section titled “Clinical Manifestations and Initial Recognition”

Myocardial ischemia is recognized as a significant cerebro-cardio-vascular phenotype identified through comprehensive health check-ups . The effects of these genetic loci can range from low to moderate or high impact on gene and protein function, with the degree of impact correlating with the heritability of associated phenotypes. This suggests that both polygenic risk, involving numerous common genetic variants with small individual effects, and potentially Mendelian forms, driven by rarer variants with larger effects, contribute to an individual’s inherent risk for myocardial ischemia.[1]

Environmental and lifestyle choices are significant modulators of myocardial ischemia risk. Specific lifestyle elements, such as smoking history, alcohol consumption patterns, and the amount of physical exercise, have been identified as causal exposures for a range of health outcomes that directly influence cardiovascular well-being.[1]An unhealthy lifestyle can contribute to conditions like metabolic syndrome, a cluster of metabolic abnormalities including visceral adipose obesity, which is a potent risk factor for cardiovascular diseases that often manifest as myocardial ischemia.[1] These environmental factors, therefore, act as direct triggers or accelerators of the underlying pathological processes.

The development of myocardial ischemia is frequently shaped by intricate gene-environment interactions. An individual’s genetic predisposition can modulate their sensitivity to environmental triggers, meaning that certain genetic backgrounds may confer increased vulnerability to the adverse effects of lifestyle choices or environmental exposures.[1]For instance, while specific gene-environment interactions for myocardial ischemia were not exhaustively detailed in all analyses, the overall framework of genetic and environmental influences on health phenotypes underscores their combined importance. This dynamic interplay can either amplify or mitigate the risk of myocardial ischemia, highlighting the need for personalized risk assessment.

Several co-existing health conditions significantly elevate the risk for myocardial ischemia. Metabolic syndrome, characterized by a constellation of metabolic abnormalities such as visceral adipose obesity, is a powerful predictor, substantially increasing the likelihood of developing cardiovascular disease.[1]Similarly, diagnosed hypertension, diabetes, and dyslipidemia are well-established comorbidities that directly contribute to arterial damage and atherosclerosis, the primary cause of reduced blood flow to the heart muscle. Furthermore, studies have noted a relationship between red blood cell count and coronary artery disease, indicating that broader systemic physiological parameters can also influence the pathogenesis of myocardial ischemia.[1]

Biological Background of Myocardial Ischemia

Section titled “Biological Background of Myocardial Ischemia”

Myocardial ischemia is a critical cardiovascular condition characterized by reduced blood flow to the heart muscle, leading to an imbalance between oxygen supply and demand. This deprivation of oxygen and nutrients impairs the heart’s ability to function effectively, potentially leading to severe cardiac events. The condition is often diagnosed through specific indicators such as anomalies observed in an electrocardiogram (EKG).[1]Understanding myocardial ischemia requires examining its interconnected biological underpinnings, from systemic risk factors and metabolic dysregulations to cellular responses and genetic predispositions.

Pathophysiology and Organ-Level Manifestations

Section titled “Pathophysiology and Organ-Level Manifestations”

Myocardial ischemia primarily affects the heart, an organ highly dependent on a constant supply of oxygenated blood delivered via the coronary arteries. When these arteries narrow or become blocked, the heart muscle, or myocardium, experiences ischemia, a state of insufficient blood flow.[1]This oxygen deprivation impairs the cardiomyocytes’ ability to generate energy, leading to cellular dysfunction and, if prolonged, cell death. The clinical manifestation of myocardial ischemia, often referred to as cardiac ischemia, is a significant component of broader cardiovascular disease, which is among the most frequently diagnosed conditions within healthcare systems.[2] The presence of cardiac ischemia, detectable through diagnostic tools like EKG, indicates a disruption in the heart’s homeostatic mechanisms, necessitating interventions to restore adequate blood flow and prevent further damage.

The development and progression of myocardial ischemia are deeply intertwined with metabolic processes and cellular functions, particularly those implicated in metabolic syndrome. Metabolic syndrome, a cluster of abnormalities including high triglycerides (TG), low high-density lipoprotein (HDL) cholesterol, hypertension, diabetes, and visceral adipose obesity, significantly increases the risk of cardiovascular diseases, including cardiac ischemia.[1]These metabolic disruptions lead to systemic inflammation and endothelial dysfunction, impacting the cellular environment of the coronary arteries. The accumulation of visceral adipose tissue, a key feature of metabolic syndrome, contributes to a pro-inflammatory state that can accelerate atherosclerosis, narrowing the arteries and predisposing individuals to myocardial ischemia. Therefore, the dysregulation of lipid metabolism, glucose homeostasis, and blood pressure control creates a cellular landscape vulnerable to ischemic events.

Myocardial ischemia exhibits a significant genetic component, with studies indicating that genetic variants play a role in an individual’s susceptibility to the condition. Heritability analysis, which quantifies the proportion of phenotypic variation attributable to genetic factors, has been performed for myocardial ischemia, suggesting a genetic basis for its occurrence.[1]Furthermore, phenome-wide association studies (PheWAS) have identified significant loci and genes associated with myocardial ischemia, highlighting specific genomic regions and their potential influence on disease development.[1]These genetic mechanisms can involve gene functions related to cardiovascular health, regulatory elements influencing gene expression patterns, and even epigenetic modifications that alter how genes are expressed without changing the underlying DNA sequence. Understanding these genetic architectures is crucial for identifying individuals at higher risk and for developing personalized prevention strategies.

Myocardial ischemia is not an isolated cardiac event but is influenced by complex systemic interactions and modifiable lifestyle factors. The strong association between cardiac ischemia and metabolic syndrome underscores its systemic nature, as abnormalities in various metabolic pathways collectively contribute to cardiovascular risk.[1]Beyond internal physiological disruptions, external factors such as alcohol consumption, smoking habits, and physical exercise levels are critical determinants of metabolic health and, consequently, cardiac ischemia risk.[1]These lifestyle choices can exacerbate or mitigate the underlying metabolic dysfunctions, affecting the overall systemic environment that either protects or predisposes the heart to ischemic injury. Therefore, addressing these systemic interactions and promoting healthier lifestyles are vital for preventing and managing myocardial ischemia.

Genetic Architecture and Regulatory Influences

Section titled “Genetic Architecture and Regulatory Influences”

Myocardial ischemia, a critical cardiovascular condition, is intricately linked to an individual’s genetic landscape, where specific genetic variants and their regulatory effects influence susceptibility. Studies reveal that the contribution of genetic variants to trait variation, including those related to cardiovascular health, can differ by ethnicity, highlighting the importance of diverse population studies in precision medicine.[1]The impact of these genetic loci on genes and protein sequences is a fundamental regulatory mechanism, where variations can alter gene expression or protein function, thereby modulating cellular responses that may predispose an individual to conditions like myocardial ischemia.[1] Understanding this genetic architecture, including heritability, is crucial for unraveling the foundational regulatory mechanisms underpinning complex diseases.

The development of myocardial ischemia is significantly influenced by dysregulation within metabolic pathways, particularly those associated with metabolic syndrome. This syndrome, characterized by a cluster of metabolic abnormalities such as elevated triglycerides (TG), low HDL cholesterol (HDL), hypertension, and diabetes, substantially increases the risk of cardiovascular diseases, including cardiac and myocardial ischemia.[1]These metabolic imbalances disrupt normal energy metabolism and flux control within myocardial cells, making the heart more vulnerable to oxygen deprivation. Furthermore, lifestyle factors such as alcohol consumption, smoking, and exercise amount are recognized as causal exposures that interact with genetic predispositions to exacerbate metabolic dysregulation and, consequently, increase the risk of ischemic events.[1]

Network Interactions and Signaling Cascades

Section titled “Network Interactions and Signaling Cascades”

Myocardial ischemia arises from complex network interactions involving multiple phenotypes and genetic variants, rather than isolated pathways. Phenome-genotype network analyses reveal intricate connections where specific genes act as “hub genes,” integrating various metabolic and cardiovascular traits.[1] For instance, genes such as PTPRD, DCC, PCSK6, UNC13C, and CNTN4have been identified as central nodes within networks associated with metabolic syndrome, which is a significant risk factor for myocardial ischemia.[1]These hub genes likely participate in crucial intracellular signaling cascades and pathway crosstalk, orchestrating cellular responses to metabolic stress and influencing the overall cardiovascular system’s health.

Systems-Level Pathophysiology and Therapeutic Directions

Section titled “Systems-Level Pathophysiology and Therapeutic Directions”

The pathophysiology of myocardial ischemia represents a systems-level integration of genetic predispositions, metabolic dysregulation, and environmental factors, leading to emergent properties of disease. The dysregulation of interconnected pathways, such as those governing lipid metabolism, glucose homeostasis, and vascular function, collectively contribute to the ischemic process.[1]Recognizing these complex network interactions provides a rationale for defining and understanding the heterogeneous nature of conditions like metabolic syndrome and its complications. This integrative understanding is vital for identifying modifiable targets and developing precision medicine strategies that consider an individual’s unique genetic, environmental, and lifestyle factors for the prevention and treatment of myocardial ischemia.[1]

Myocardial ischemia, a critical cardiovascular condition, holds significant clinical relevance across various aspects of patient care, from early diagnosis to personalized prevention strategies. Research leveraging deep phenotyping and genomic analyses provides insights into its detection, prognostic implications, and underlying genetic architecture.

Myocardial ischemia is a key cardiovascular phenotype, often identified through diagnostic tools such as electrocardiograms (EKG).[1]The ability to detect myocardial ischemia is fundamental for early intervention and accurate risk assessment in individuals. Comprehensive health check-up cohorts, which integrate extensive clinical and genetic data, including EKG findings, serve as valuable platforms for understanding the prevalence and early indicators of such conditions in diverse populations.[1]These large-scale studies contribute to identifying significant genetic loci and estimating heritability for various traits, including cardiovascular conditions, thereby informing future diagnostic strategies and helping to delineate individuals at higher risk based on their genetic predispositions.

Understanding the prognostic value of myocardial ischemia is vital for predicting patient outcomes and tracking disease progression. The broader application of phenome-wide association studies (PheWAS) and polygenic risk scores (PRS) illustrates methodologies for predicting health outcomes. For instance, PRS models, particularly when combined with clinical features, can achieve moderate to high accuracy (e.g., AUC values up to 0.793 for other complex diseases) in identifying individuals susceptible to various conditions.[2]This framework suggests a potential for assessing the long-term implications and guiding treatment responses for myocardial ischemia, enabling clinicians to tailor monitoring strategies and interventions to mitigate the progression of ischemic heart disease.

Genomic Contributions and Personalized Prevention

Section titled “Genomic Contributions and Personalized Prevention”

Genetic factors significantly contribute to the susceptibility and clinical manifestations of myocardial ischemia. Research employing deep phenotyping and genomic data, such as PheWAS, has explored the heritability of numerous phenotypes, including EKG-identified myocardial ischemia.[1]Such studies reveal significant loci and their potential impact on genes, providing valuable insights into the underlying genetic architecture of cardiovascular traits. The identification of these genetic variants and their associated heritability can pave the way for personalized medicine approaches, facilitating more targeted prevention strategies and precise risk stratification by identifying high-risk individuals even before the onset of symptoms.[1]Furthermore, myocardial ischemia is often intertwined with broader cardiovascular disease risk factors, such as metabolic syndrome, which is itself associated with an increased risk of cardiovascular disease, malignant disease, and depression.[1] Understanding these overlapping phenotypes and syndromic presentations through comprehensive genetic and clinical data analysis supports a holistic view of patient care and the development of tailored preventive measures.

Frequently Asked Questions About Myocardial Ischemia

Section titled “Frequently Asked Questions About Myocardial Ischemia”

These questions address the most important and specific aspects of myocardial ischemia based on current genetic research.


1. My family has heart issues; will I definitely get them too?

Section titled “1. My family has heart issues; will I definitely get them too?”

Not necessarily “definitely,” but your family history does increase your risk. Myocardial ischemia has a known genetic component, meaning you can inherit a predisposition. However, it’s a complex condition, and many other factors like lifestyle also play a big role in whether you actually develop it.

Yes, even with a healthy lifestyle, genetic factors can still influence your susceptibility. While exercise and good nutrition are incredibly important for reducing risk, certain genetic variations can increase your underlying vulnerability to conditions like coronary artery disease, which causes ischemia. This highlights the interplay between your genes and your environment.

Yes, your ethnic background can influence your genetic risk for heart disease. Genetic studies have found that risk factors and specific gene variants can differ across populations. This means that research focused on diverse groups is important to understand ancestry-specific risks and ensure accurate risk prediction for everyone.

4. Why do some people get heart issues easily, but others don’t?

Section titled “4. Why do some people get heart issues easily, but others don’t?”

It often comes down to a combination of genetic predisposition and lifestyle choices. Some individuals inherit genetic variants that make them more susceptible to conditions like atherosclerosis, even with similar environmental exposures. Others might have protective genetic factors or simply adopt healthier habits that reduce their overall risk.

5. Should I get a DNA test to check my risk for a heart attack?

Section titled “5. Should I get a DNA test to check my risk for a heart attack?”

Genetic tests can provide insights into your predisposition for certain health conditions, including myocardial ischemia. They can help identify specific genetic loci associated with cardiovascular traits. However, it’s important to remember that these tests usually show ariskrather than a certainty, and they need to be interpreted alongside your lifestyle and family history by a healthcare professional.

While chest pain (angina) itself is a symptom of myocardial ischemia, your underlying genetic makeup could influence the severity or progression of the condition. Genetic factors contribute to how susceptible your heart muscle is to damage from oxygen deprivation. It’s crucial to seek medical advice for any chest pain, as early diagnosis and intervention are key regardless of your genetic profile.

7. Does stress at work actually make my genetic heart risk worse?

Section titled “7. Does stress at work actually make my genetic heart risk worse?”

Yes, stress can interact with your genetic predisposition to influence your heart health. Myocardial ischemia is a complex disease where gene-environment interactions play a significant role. While your genes might give you a baseline risk, chronic stress can act as an environmental trigger, potentially exacerbating that genetic vulnerability and contributing to the development or worsening of heart problems.

8. Will my kids inherit my susceptibility to heart problems?

Section titled “8. Will my kids inherit my susceptibility to heart problems?”

Your children will inherit some of your genetic material, so they could inherit a predisposition to heart problems, but it’s not a guarantee they will develop the condition. Myocardial ischemia is a polygenic trait, meaning many genes contribute, and environmental factors are also crucial. You can help manage their risk by encouraging a healthy lifestyle from a young age.

9. Is heart ischemia only a problem for older people, or do genes change that?

Section titled “9. Is heart ischemia only a problem for older people, or do genes change that?”

While myocardial ischemia is more common in older age, genetic factors mean it’s not exclusively an “old person’s problem.” A strong genetic predisposition can lead to earlier onset or increased severity of heart conditions. So, even younger individuals with significant genetic risk factors need to be vigilant about their heart health.

10. Can I overcome my genetic risk for heart issues just by eating healthy?

Section titled “10. Can I overcome my genetic risk for heart issues just by eating healthy?”

Eating healthy is a powerful tool to manage your risk, but “overcoming” a strong genetic predisposition can be challenging. Your genes set a certain baseline susceptibility, for instance, to coronary artery disease. A healthy diet can significantly mitigate this risk by preventing plaque buildup and improving overall cardiovascular health, but it’s often a combination of genetic and lifestyle factors that determines outcomes.


This FAQ was automatically generated based on current genetic research and may be updated as new information becomes available.

Disclaimer: This information is for educational purposes only and should not be used as a substitute for professional medical advice. Always consult with a healthcare provider for personalized medical guidance.

[1] Choe, E. K., et al. “Leveraging deep phenotyping from health check-up cohort with 10,000 Korean individuals for phenome-wide association study of 136 traits.” Scientific Reports, vol. 12, no. 1, 2022, p. 1930. PMID: 35121771.

[2] Liu, T. Y., et al. “Diversity and longitudinal records: Genetic architecture of disease associations and polygenic risk in the Taiwanese Han population.”Science Advances, vol. 11, no. 23, 2025, eadt0539. PMID: 40465716.