41. Machine Learning and the Future of Epigenetic Research

41. Machine Learning and the Future of Epigenetic Research

The technological advancements of the last several decades has far outpaced that of centuries prior, nothing more so than the introduction of the computer which has revolutionized fields the world over, including scientific research. From this innovation, tools including the varieties of software programs, modeling of phenomena, automation of repetitive tasks, and ever more capabilities have sprouted. One of the more recent additions to the researcher’s toolkit has been introduced through the growing field of machine learning. Now it is possible to perform concrete data analysis on what previously would have been impossibly large datasets, that would have required painstakingly large amounts of labor. Unlike algorithms that may simply attempt to try and categorize data according to a strict and inadequate criterion, machine learning models can identify patterns and form novel organizations that in the past only humans could do. In many cases, it can actually surpass human limitations and see patterns that could be missed by professionals. Within machine learning though, there are as many models as there are things to be studied. In the biological sciences, some models are far more useful than others, and this holds even more true as we narrow down to the fields of epigenetics, where the traits of organisms are expressed through factors other than genetic code, and further into neuroepigenetics, where it is focused more specifically on the brain. The models that will be discussed are the ones most pertinent to epigenetics in general, but examples of methodologies used specifically in neuroepigenetic studies will also be evaluated.

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Jaksot(54)

57. Nutrigenomics of Vitamin B12 and Invasive Cancer

57. Nutrigenomics of Vitamin B12 and Invasive Cancer

As a society we are becoming more aware of how daily life patterns directly affect our health and wellness. Exercise, food, and sleep not only influence our short term mental and physical states, but ...

15 Syys 20229min

56. Gestational Diabetes Mellitus

56. Gestational Diabetes Mellitus

All a pregnant woman longs for is a healthy, happy baby at the end of her pregnancy. While most women get their wish, the unfortunate reality is that some women have complications for several reasons....

14 Syys 202220min

55. Introduction to Nutrigenomics & Nutrigenetics

55. Introduction to Nutrigenomics & Nutrigenetics

There is a constant barrage of information about cancer-causing chemicals, damaging pollution, and other toxins making us sick. With headlines like “11 potentially cancer-causing things you might use ...

13 Syys 202214min

54. Food Shortages: Ukrainians and Americans Need More Than Nutritional Relief

54. Food Shortages: Ukrainians and Americans Need More Than Nutritional Relief

The raging conflict in Ukraine is creating a humanitarian crisis through denial of food, water, and housing for those caught in the crossfire. Each day, thousands of people worldwide are added to a gr...

12 Syys 202215min

53. Reimagining Epilepsy Care With Food

53. Reimagining Epilepsy Care With Food

Epilepsy is a seizure disorder that affects about 3.4 million Americans. It is characterized by abnormal or hyperactive brain cell activity. Although the cause of epilepsy is not always known, certain...

11 Syys 202214min

52. Polyphenol Modulation of an Anti-Cancer Response

52. Polyphenol Modulation of an Anti-Cancer Response

“Next to water, tea is the most consumed beverage worldwide with approximately 20 billion cups consumed daily,” which is almost 2000 olympic swimming pools. Tea has long been a staple in the diets of ...

10 Syys 202214min

51. "Personalized Nutrition" Is it Worth It?

51. "Personalized Nutrition" Is it Worth It?

U.S. Olympic Swimmer Michael Phelps told ESPN that he eats between 8,000 and 10,000 calories a day. This is 4 times the amount of calories an average adult needs. Phelps must have a calorie-dense diet...

9 Syys 202211min

50. Epigenetic Role of Folate in Maternal and Child Health

50. Epigenetic Role of Folate in Maternal and Child Health

Many people understand that a healthy diet can contribute to good health, but people might be less aware of how their diet can impact their future child's health. Pregnancy is a very sensitive period ...

8 Syys 202213min

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