Lactose Tolerance Test
Introduction
Section titled “Introduction”The lactose tolerance test is a diagnostic procedure designed to evaluate an individual’s capacity to digest lactose, a disaccharide sugar naturally present in milk and many dairy products. This test is a primary tool for identifying lactose intolerance, a common digestive condition that arises from the body’s reduced ability to break down lactose.
Biological Basis
Section titled “Biological Basis”Lactose digestion primarily occurs in the small intestine, where the enzyme lactase, produced by the intestinal lining, hydrolyzes lactose into its constituent monosaccharides: glucose and galactose. These simpler sugars are then absorbed into the bloodstream. In individuals with lactase deficiency, insufficient lactase activity means lactose passes undigested into the large intestine. There, it is fermented by colonic bacteria, leading to the production of various gases (such as hydrogen, methane, and carbon dioxide) and short-chain fatty acids. This bacterial fermentation, along with the osmotic effect of undigested lactose drawing water into the bowel, causes the characteristic symptoms of lactose intolerance, including bloating, flatulence, abdominal cramps, and diarrhea. The lactose tolerance test typically measures either the rise in blood glucose levels after consuming a standardized lactose solution or the concentration of hydrogen gas in the breath, which serves as an indicator of intestinal bacterial fermentation.
Clinical Relevance
Section titled “Clinical Relevance”Clinically, the lactose tolerance test plays a significant role in diagnosing the underlying cause of gastrointestinal discomfort. An accurate diagnosis of lactose intolerance allows healthcare providers to recommend appropriate dietary modifications, such as reducing lactose intake, incorporating lactose-free alternatives, or using lactase enzyme supplements. This precision helps patients manage their symptoms effectively, improve their quality of life, and avoid unnecessary dietary restrictions. It also aids in differentiating lactose intolerance from other digestive disorders that present with similar symptoms, ensuring targeted treatment and care.
Social Importance
Section titled “Social Importance”Lactose intolerance exhibits considerable variability in prevalence across global populations, with higher rates generally observed in individuals of East Asian, African, and Southern European descent, reflecting historical genetic adaptations related to dairy consumption patterns. This widespread occurrence makes the lactose tolerance test socially important, as it impacts dietary guidelines and influences the food industry’s development of lactose-free products and alternatives to cater to a significant portion of the population. Understanding one’s lactose tolerance can inform personal dietary choices, cultural food practices, and overall health strategies, highlighting the intricate relationship between human genetics, diet, and public health.
Limitations
Section titled “Limitations”Methodological and Statistical Constraints
Section titled “Methodological and Statistical Constraints”Many genetic studies of lactose tolerance face inherent methodological and statistical constraints that can influence the reliability and interpretation of findings. While large sample sizes are crucial for detecting genetic associations, studies with limited participant numbers, particularly in replication cohorts or non-European ancestries, may lack sufficient statistical power to identify true genetic variants influencing lactose tolerance.[1]Moreover, random measurement error in assessing lactose tolerance, such as variability in glucose measurements during an oral glucose tolerance test, can increase the standard errors of effect size estimates, further reducing the power to detect significant associations.[2]
Statistical biases, including cryptic relatedness and population stratification, can lead to inflated test statistics in genome-wide association studies (GWAS) of lactose tolerance, necessitating careful correction strategies such as LD Score regression to account for confounding.[3] The “winner’s curse” can also cause initial effect sizes to be overestimated, underscoring the importance of employing stringent P-value thresholds and successful replication in independent cohorts to ensure the robustness of identified associations. [4]Furthermore, methods used to estimate heritability, like GCTA, may only capture the variance explained by common genotyped SNPs and might not reflect the total heritability of lactose tolerance, with their accuracy sometimes questioned due to underlying assumptions.[5]
Phenotype Definition and Generalizability Challenges
Section titled “Phenotype Definition and Generalizability Challenges”The accurate and consistent definition of lactose tolerance phenotypes across different studies presents a significant challenge. Variations in diagnostic criteria, such as the specific glucose challenge protocol, fasting requirements, or the thresholds used to define tolerance versus intolerance, can introduce considerable heterogeneity in phenotype measures[6]. [3] Such differences can impact meta-analyses, even if genetic correlations between cohorts are high, and may lead to analytical problems such as improper trait transformations that require careful quality control [1], [7]. [8]
A major limitation for generalizing findings on lactose tolerance is the often-restricted ancestral diversity of study populations. Many large-scale GWAS are predominantly conducted in individuals of European ancestry, leading to limited sample sizes for non-European groups[1]. [4]This demographic imbalance can hinder the identification of ancestry-specific genetic variants or interactions relevant to lactose tolerance, reducing the generalizability of genetic risk models and therapeutic insights across globally diverse populations.[1] Consequently, findings may not be fully applicable to individuals from different ancestral backgrounds, highlighting a gap in comprehensive understanding.
Biological Interpretation and Unexplained Heritability
Section titled “Biological Interpretation and Unexplained Heritability”A persistent challenge in genetic studies of lactose tolerance is the translation of statistical associations into definitive biological mechanisms and causal pathways. While GWAS can identify genomic regions associated with lactose tolerance, pinpointing the exact causal gene or variant within these loci is often complex, as many associated SNPs can be in linkage disequilibrium or represent shared genetic influences rather than direct causality[5]. [3] Therefore, claiming that a gene linked to an associated locus is truly causal requires further functional validation beyond initial GWAS findings. [5]
Furthermore, a substantial portion of the heritability for complex traits like lactose tolerance often remains “missing,” meaning that the genetic variance explained by identified common SNPs is less than the total heritability estimated from family studies.[5] This gap suggests that other genetic factors, such as rare variants, structural variations, epigenetic modifications, or complex gene-environment interactions, contribute significantly but are not fully captured by current GWAS methodologies [5]. [9]While individual variants may reveal important biological mechanisms, their standalone clinical significance for predicting lactose tolerance or informing therapeutic targets might be limited, emphasizing the need for a more holistic understanding of genetic and environmental contributions.[2]
Variants
Section titled “Variants”The genetic variant rs6563275 is located in a region encompassing the _PTMAP5_ gene and the _GYG1P2_ pseudogene, both of which are involved in fundamental cellular processes that can indirectly influence metabolic health. _PTMAP5_, or Protein Tyrosine Phosphatase, Receptor Type, M Associated Protein 5, plays a role in cellular signaling pathways, which are critical for cell adhesion, migration, and communication. These signaling cascades underpin various physiological functions, including those related to nutrient sensing and metabolic regulation. Meanwhile, _GYG1P2_ is a pseudogene, a non-functional genetic sequence that resembles the active _GYG1_ (Glycogenin 1) gene. _GYG1_is essential for initiating glycogen synthesis, the process where the body stores glucose for later use, making it a key player in carbohydrate metabolism.[5]Genetic variations, such as single nucleotide polymorphisms (SNPs), can modulate the expression or function of nearby genes, potentially impacting these intricate biological pathways and contributing to individual differences in metabolic responses.[10]
The _GYG1P2_ pseudogene, despite typically lacking protein-coding ability, may exert regulatory effects on its functional counterpart, _GYG1_, or other genes involved in glucose homeostasis._GYG1_is crucial for the efficient storage of glucose as glycogen in tissues like the liver and muscles, a process fundamental to maintaining stable blood glucose levels. Variations affecting this pathway could influence how the body processes and stores glucose, directly impacting the metabolic response to dietary sugars. For instance, the ability to effectively manage glucose derived from lactose digestion, as assessed in a lactose tolerance test, relies heavily on these underlying carbohydrate metabolic processes.[5]Therefore, any genetic influence on glycogen synthesis or glucose utilization, potentially mediated by_GYG1P2_, could contribute to variations in glucose and insulin responses observed during such tests.[10]
The variant rs6563275 , by being located near _PTMAP5_ and _GYG1P2_, could be an intronic or regulatory SNP that influences the expression levels or activity of these genes. Alterations in _PTMAP5_-mediated cell signaling could subtly affect cellular responses to nutrients or overall metabolic coordination. Similarly, if rs6563275 impacts _GYG1P2_’s potential regulatory role, it could indirectly modulate _GYG1_function, thereby influencing glycogen synthesis and glucose metabolism. Such genetic variations contribute to the complex interplay determining an individual’s metabolic profile, including their glucose and insulin responses following a sugar challenge like a lactose tolerance test.[5] Understanding these genetic contributions helps explain the variability in how individuals process carbohydrates and respond to dietary interventions, highlighting the broad impact of genetic architecture on metabolic health. [10]
Key Variants
Section titled “Key Variants”| RS ID | Gene | Related Traits |
|---|---|---|
| rs6563275 | PTMAP5 - GYG1P2 | lactose tolerance test |
Diagnosis
Section titled “Diagnosis”Clinical Assessment and Functional Testing
Section titled “Clinical Assessment and Functional Testing”Clinical assessment for evaluating metabolic responses often involves functional tests, such as an oral tolerance test. This typically entails administering a specific substance, like 75 grams of glucose, after an overnight fast. Blood samples are then collected at predetermined intervals, such as 0 and 120 minutes post-challenge, to monitor the body’s physiological response. This method allows for the evaluation of how an individual processes the administered substance, providing insight into metabolic function.[5]
Laboratory and Genetic Biomarkers
Section titled “Laboratory and Genetic Biomarkers”Laboratory analysis of blood samples collected during functional tests is crucial for diagnosis. Key biomarkers measured include plasma glucose, serum insulin, C-peptide, glucagon, glucose-dependent insulinotropic polypeptide (GIP), and glucagon-like peptide-1 (GLP-1) concentrations. These measurements are performed using various biochemical assays, such as ELISA kits for C-peptide, GIP, and insulin, radioimmunoassays (RIA) for GLP-1 and glucagon, and specialized systems like the Hemocue Glucose System for plasma glucose. The precise quantification of these markers helps characterize the metabolic response to the challenge.[5]
Genetic testing offers complementary insights into an individual’s predisposition and metabolic regulation. Genome-wide association studies (GWAS) utilize SNP arrays, such as the Illumina Human1M-Duov3 B SNP array or Infinium OmniExpressExome-8 v1.0B chips, to identify genetic variants associated with glycemic traits and hormone concentrations. Identified genes, includingHKDC1, BACE2, GIPR, SLC5A1, and GLP2R, are strong candidates for influencing metabolic responses, although other genetic variants in linkage disequilibrium could also be involved. These genetic analyses provide a deeper understanding of the underlying molecular mechanisms influencing an individual’s metabolic profile. [5]
Differential Diagnosis and Diagnostic Challenges
Section titled “Differential Diagnosis and Diagnostic Challenges”Distinguishing metabolic conditions based on tolerance tests can present diagnostic challenges, as various factors can influence results. For instance, genetic variations in genes like GIPRcan influence glucose and insulin responses to an oral glucose challenge, complicating the interpretation of a standard tolerance test.[10]Furthermore, the heritability of hormone concentrations during these tests is captured by genotyped SNPs, suggesting a complex interplay of genetic and environmental factors that must be considered for accurate diagnosis.[5] Clinical evaluation must account for these variables to avoid misdiagnosis and ensure appropriate patient management.
Biological Background of Glucose Response in Tolerance Tests
Section titled “Biological Background of Glucose Response in Tolerance Tests”The body’s ability to process carbohydrates, such as those derived from a lactose tolerance test, relies on a complex interplay of molecular, cellular, and organ-level mechanisms centered around glucose metabolism. When carbohydrates are consumed, they are broken down into simpler sugars, primarily glucose, which then enter the bloodstream. The subsequent physiological response, particularly the regulation of blood glucose levels, is a critical indicator of metabolic health and is assessed in various tolerance tests.[5]
Glucose Homeostasis and the Entero-Insular Axis
Section titled “Glucose Homeostasis and the Entero-Insular Axis”After carbohydrate intake, glucose is absorbed into the bloodstream, triggering a cascade of events to maintain blood sugar balance, a process known as glucose homeostasis. The pancreas plays a central role, with its beta-cells secreting insulin in response to elevated glucose, facilitating glucose uptake by cells and lowering blood glucose. Conversely, alpha-cells secrete glucagon, which raises blood glucose levels when they fall too low.[5]This pancreatic response is intricately linked to the gut through the entero-insular axis, where signals from the digestive tract influence insulin secretion, ensuring an appropriate metabolic response to nutrient absorption.[10]
Incretin Hormones: Regulators of Glucose and Insulin Responses
Section titled “Incretin Hormones: Regulators of Glucose and Insulin Responses”Key biomolecules in the entero-insular axis are incretin hormones, specifically glucose-dependent insulinotropic polypeptide (GIP) and glucagon-like peptide-1 (GLP-1). These hormones are secreted from intestinal cells in response to nutrient ingestion and act on the pancreas to enhance glucose-stimulated insulin secretion, thereby contributing significantly to post-meal glucose regulation.[5] GIP and GLP-1also exhibit other metabolic functions, such as inhibiting glucagon secretion and slowing gastric emptying, further supporting the body’s ability to manage glucose loads.[10]Genetic variations can influence the circulating concentrations of these incretins, impacting their physiological effects and overall glucose metabolism.[5]
Genetic Factors Influencing Glycemic Traits
Section titled “Genetic Factors Influencing Glycemic Traits”An individual’s capacity to process glucose is influenced by genetic mechanisms that regulate various components of the metabolic pathways. For example, genetic variations within theGIP receptor (GIPR) gene have been shown to influence the glucose and insulin responses following an oral glucose challenge.[10] Furthermore, genes like TCF7L2are known to play a role in the risk of type 2 diabetes by affecting insulin secretion and beta-cell function.[10] Recent genome-wide association studies have also identified other genes, such as HKDC1 and BACE2, as influencing glycemic traits, highlighting the complex genetic architecture underlying carbohydrate metabolism.[6]
Assessing Carbohydrate Tolerance: The Role of Glucose Measurements
Section titled “Assessing Carbohydrate Tolerance: The Role of Glucose Measurements”Tolerance tests, such as the Oral Glucose Tolerance Test (OGTT), are standardized procedures used to evaluate the body’s ability to regulate blood glucose after a specific carbohydrate load.[6]During such tests, blood samples are drawn at specific intervals to measure plasma glucose, insulin, and incretin hormone concentrations, providing insights into pancreatic beta-cell function and insulin sensitivity.[6]The glucose response observed in these tests reflects the efficiency of carbohydrate digestion, glucose absorption, and the subsequent hormonal and cellular responses that maintain glucose homeostasis.
Pathways and Mechanisms
Section titled “Pathways and Mechanisms”Incretin Hormone Signaling and Glucose Homeostasis
Section titled “Incretin Hormone Signaling and Glucose Homeostasis”The maintenance of glucose homeostasis relies significantly on the intricate signaling of incretin hormones following nutrient intake. Glucose-dependent insulinotropic polypeptide (GIP) and glucagon-like peptide-1 (GLP-1) are crucial incretins released by enteroendocrine K and L cells in the intestine, respectively, in response to consumed nutrients.[5]These hormones stimulate pancreatic beta cells to enhance insulin secretion in a glucose-dependent manner, a process vital for regulating blood glucose levels.[5] Genetic variations within the GIPRgene, which encodes the receptor for GIP, can specifically influence both the glucose and insulin responses observed during an oral glucose challenge.[10] Activation of the GIPRinitiates intracellular signaling cascades that modulate beta-cell function, and a defect in this entero-insular axis can lead to glucose intolerance.[11]
Metabolic Pathways Regulating Glucose and Insulin Responses
Section titled “Metabolic Pathways Regulating Glucose and Insulin Responses”The body employs a complex network of metabolic pathways to precisely regulate glucose levels, primarily through the balanced actions of insulin and glucagon. Insulin works to increase glucose uptake by peripheral tissues, while glucagon acts to counteract low glucose by promoting hepatic gluconeogenesis and glycogenolysis.[5]Critical enzymes in glucose metabolism include members of the hexokinase gene family, such asHKDC1, which are involved in the initial phosphorylation of glucose.[6]Furthermore, glucokinase plays a pivotal role in liver glycogen metabolism, influencing glucose utilization and storage.[12] Variations in genes like G6PC2 and MTNR1Bare associated with fasting glucose levels, demonstrating their impact on metabolic flux and the overall regulation of glucose homeostasis.[13]
Genetic and Transcriptional Regulatory Mechanisms
Section titled “Genetic and Transcriptional Regulatory Mechanisms”Genetic and transcriptional regulatory mechanisms are fundamental in controlling the body’s metabolic responses to glucose. Specific transcription factors orchestrate the expression of genes crucial for glucose metabolism and insulin secretion. For instance, common variants in theTCF7L2gene, which encodes a transcription factor, are known to increase the risk of type 2 diabetes by affecting mechanisms such as glucose-stimulated insulin secretion.[14]These genetic alterations can lead to changes in protein function or expression, thereby influencing the intricate regulatory network governing glucose and insulin dynamics. Moreover, the G-allele of the intronicrs10830963 variant in the MTNR1Bgene has been specifically linked to impaired glucose-stimulated insulin release, highlighting how particular genetic loci can exert significant regulatory control over key physiological processes.[15]
Systems-Level Integration of Entero-Pancreatic Axis
Section titled “Systems-Level Integration of Entero-Pancreatic Axis”The precise control of glucose homeostasis is achieved through the sophisticated systems-level integration of multiple interacting pathways, notably the entero-insular axis. This axis involves direct communication where intestinal incretin hormones, GIP and GLP-1, influence pancreatic beta-cell function.[16]This crosstalk ensures a coordinated physiological response to nutrient intake, with the incretins signaling to the pancreas to modulate the secretion of both insulin and glucagon.[5] Such network interactions facilitate a rapid and appropriate metabolic adjustment, with hierarchical regulation evident in how peripheral tissue responses are integrated with central hormonal signals to maintain overall metabolic stability. [10]The cosecretion of GLP-2 with GLP-1 from L cells further underscores the complex integration within the gastrointestinal system, impacting processes like mucosal growth and glucose transport.[5]
Pathway Dysregulation in Glycemic Disorders
Section titled “Pathway Dysregulation in Glycemic Disorders”Dysregulation within these finely tuned metabolic pathways is a significant contributor to the development of glycemic disorders, including type 2 diabetes (T2D). Genetic variants in genes such as TCF7L2 and MTNR1Bare recognized for increasing T2D risk by impairing glucose-stimulated insulin release or affecting fasting glucose levels.[14] Furthermore, defects in the entero-insular axis, as demonstrated in GIPRknockout mice, can lead to substantial glucose intolerance.[16]Understanding these specific pathway dysregulations provides crucial insights into the body’s compensatory mechanisms and aids in identifying potential therapeutic targets, such as strategies that mimic GLP-1 actions or inhibit incretin degradation to improve glycemic control.[5]
Frequently Asked Questions About Lactose Tolerance Test
Section titled “Frequently Asked Questions About Lactose Tolerance Test”These questions address the most important and specific aspects of lactose tolerance test based on current genetic research.
1. Why can my friend drink milk but I get stomach aches?
Section titled “1. Why can my friend drink milk but I get stomach aches?”Your friend likely produces enough lactase enzyme to break down lactose, while you may have a reduced ability to do so. When you don’t have enough lactase, the lactose passes undigested to your large intestine, where bacteria ferment it, causing gas, bloating, and discomfort. This difference is often due to genetic variations affecting your body’s lactase production.
2. If I have symptoms after dairy, does that definitely mean I’m lactose intolerant?
Section titled “2. If I have symptoms after dairy, does that definitely mean I’m lactose intolerant?”Not necessarily. While symptoms like bloating, cramps, and diarrhea after consuming dairy are characteristic of lactose intolerance, similar discomfort can be caused by other digestive disorders. A lactose tolerance test provides a definitive diagnosis, helping your healthcare provider recommend precise dietary modifications and rule out other conditions.
3. Does my family background make me more likely to be lactose intolerant?
Section titled “3. Does my family background make me more likely to be lactose intolerant?”Yes, your genetic background plays a significant role. Lactose intolerance exhibits considerable variability across global populations, with higher rates generally observed in individuals of East Asian, African, and Southern European descent. This reflects historical genetic adaptations related to dairy consumption patterns in different ancestries.
4. Can I ever learn to tolerate milk if I avoid it for a while?
Section titled “4. Can I ever learn to tolerate milk if I avoid it for a while?”Unfortunately, avoiding lactose won’t typically “cure” lactose intolerance or increase your body’s lactase production. Your capacity to produce lactase is largely determined by your genetics. However, managing your symptoms through dietary adjustments, such as reducing lactose intake or using lactase enzyme supplements, can significantly improve your comfort and quality of life.
5. I feel bloated after yogurt, but isn’t yogurt supposed to be easier to digest?
Section titled “5. I feel bloated after yogurt, but isn’t yogurt supposed to be easier to digest?”While some people with mild intolerance find yogurt easier to digest due to its live cultures breaking down some lactose, it still contains lactose. If your lactase deficiency is significant, even the reduced amount in yogurt might trigger characteristic symptoms like bloating, flatulence, and abdominal cramps. The lactose content can also vary between different yogurt types.
6. Will my kids automatically be lactose intolerant if I am?
Section titled “6. Will my kids automatically be lactose intolerant if I am?”There’s a strong genetic component to lactose intolerance, meaning your children have a higher chance of developing it if you are affected. However, it’s not always a guarantee, as the inheritance patterns can be complex. If your children show symptoms, a lactose tolerance test would be the best way to confirm a diagnosis for them.
7. Is the lactose tolerance test always accurate, or can it be wrong sometimes?
Section titled “7. Is the lactose tolerance test always accurate, or can it be wrong sometimes?”The lactose tolerance test is a primary diagnostic tool, but its reliability can be influenced by various factors. Variations in diagnostic criteria, such as the specific glucose challenge protocol, fasting requirements, or the thresholds used to define tolerance, can introduce heterogeneity in results. These methodological constraints can sometimes affect the interpretation of findings.
8. Why do some people in my ethnic group struggle with dairy more than others?
Section titled “8. Why do some people in my ethnic group struggle with dairy more than others?”Even within an ethnic group, there’s individual variability in lactose tolerance. While certain ancestries, like East Asian or African, generally have higher rates of lactose intolerance due to shared genetic adaptations, specific genetic variants and their expression can differ significantly between individuals. This means not everyone in a high-prevalence group will be equally affected.
9. Besides milk, what other everyday foods might be causing my symptoms?
Section titled “9. Besides milk, what other everyday foods might be causing my symptoms?”Lactose is present in many dairy products beyond just liquid milk, including some cheeses, ice cream, and butter. It can also be a hidden ingredient in numerous processed foods like baked goods, cereals, certain sauces, and even some medications. Learning to identify dairy ingredients on food labels can help you avoid unexpected sources of lactose.
10. What’s the point of getting tested if I already know dairy upsets me?
Section titled “10. What’s the point of getting tested if I already know dairy upsets me?”Getting tested provides a definitive diagnosis, which is incredibly valuable. It confirms that your symptoms are indeed due to lactose intolerance rather than another digestive disorder that might present similarly. This precise diagnosis allows healthcare providers to recommend targeted dietary modifications or lactase enzyme supplements, improving your quality of life and preventing unnecessary restrictions.
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.
References
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[2] Winkler, T. W., et al. “The Influence of Age and Sex on Genetic Associations with Adult Body Size and Shape: A Large-Scale Genome-Wide Interaction Study.”PLoS Genetics, vol. 11, no. 10, 2015, e1005374. PMID: 26426971.
[3] Karlsson Linnér, R., et al. “Genome-wide association analyses of risk tolerance and risky behaviors in over 1 million individuals identify hundreds of loci and shared genetic influences.” Nature Genetics, vol. 51, no. 2, 2019, pp. 245-257. PMID: 30643258.
[4] Cirulli, E. T., et al. “Common genetic variation and performance on standardized cognitive tests.” European Journal of Human Genetics, vol. 18, no. 10, 2010, pp. 1111-1118. PMID: 20125193.
[5] Almgren P, et al. “Genetic determinants of circulating GIP and GLP-1 concentrations.” JCI Insight, 2017.
[6] Hayes, M. G. “Identification of HKDC1 and BACE2 as genes influencing glycemic traits during pregnancy through genome-wide association studies.” Diabetes, 2013.
[7] Sung, Y. J., et al. “A Large-Scale Multi-ancestry Genome-wide Study Accounting for Smoking Behavior Identifies Multiple Significant Loci for Blood Pressure.” American Journal of Human Genetics, vol. 102, no. 3, 2018, pp. 375-394. PMID: 29455858.
[8] Bentley, A. R., et al. “Multi-ancestry genome-wide gene-smoking interaction study of 387,272 individuals identifies new loci associated with serum lipids.” Nature Genetics, vol. 51, no. 5, 2019, pp. 883-893. PMID: 30926973.
[9] Lin, W. Y., et al. “Genome-Wide Gene-Environment Interaction Analysis Using Set-Based Association Tests.” Frontiers in Genetics, vol. 10, 2019, p. 19. PMID: 30693016.
[10] Saxena R, et al. “Genetic variation in GIPR influences the glucose and insulin responses to an oral glucose challenge.”Nat Genet, 2010.
[11] Almind, K., et al. “Discovery of amino acid variants in the human glucose-dependent insulinotropic polypeptide (GIP) receptor: the impact on the pancreatic beta cell responses and functional expression studies in Chinese hamster fibroblast cells.”Diabetologia, vol. 41, 1998, pp. 1194–1198.
[12] Agius, L. “Glucokinase and molecular aspects of liver glycogen metabolism.”Biochem J, vol. 414, 2008, pp. 1–18.
[13] Chen, WM., et al. “Variations in the G6PC2/ABCB11genomic region are associated with fasting glucose levels.”J Clin Invest, vol. 118, 2008, pp. 2620–2628.
[14] Grant, SF., et al. “Variant of transcription factor 7-like 2 (TCF7L2) gene confers risk of type 2 diabetes.” Nat Genet, vol. 38, 2006, pp. 320–323.
[15] Sparsø, T., et al. “G-allele of intronic rs10830963 in MTNR1Bconfers increased risk of impaired fasting glycemia and type 2 diabetes through an impaired glucose-stimulated insulin release: studies involving 19,605 Europeans.”Diabetes, vol. 58, 2009, pp. 1450–1456.
[16] Miyawaki, K., et al. “Glucose intolerance caused by a defect in the entero-insular axis: a study in gastric inhibitory polypeptide receptor knockout mice.”Proc Natl Acad Sci USA, vol. 96, 1999, pp. 14843–14847.