To examine genetic associations with food preferences, researchers from the Riken Center for Integrative Medical Sciences (IMS) and Osaka University in Japan studied the genetic data and food preferences of more than 160,000 people in Japan.

The research, published in the journal Nature Human Behavior, found genetic links for 13 dietary habits including consumption of alcohol, other beverages and foods, and also complex human diseases such as cancer and diabetes.

"We know that what we eat defines what we are, but we found that what we are also defines what we eat," said Yukinori Okada, Senior Visiting Scientist at Riken IMS and professor at Osaka University, in a press release.

This involves grouping thousands of people together depending on whether they have a disease and looking at DNA markers called single nucleotide polymorphisms, or SNPs, which can be used to predict the presence of that disease. If researchers find a SNP that is repeatedly associated with the disease group, they can assume that people with that genetic variation might be at risk for the disease.

Rather than looking at diseases, the Riken team examined dietary habits to find out if there were any markers that made people "at risk" for typically eating certain foods.

The researchers used data of more than 160,000 Japanese people from the BioBank Japan Project, launched in 2003 with a goal to provide evidence for the implementation of personalized medicine. The project collects DNA and clinical information, including items related to participants' lifestyles such as dietary habits, which were recorded through interviews and questionnaires.

They found nine genetic locations that were associated with consuming coffee, tea, alcohol, yogurt, cheese, natto (fermented soy beans), tofu, fish, vegetables and meat.

Variants responsible for the ability to taste bitter flavors were also observed. This association was found among people who liked to eat tofu; while those without the variant consumed less alcohol or none at all.

Those who ate more fish, natto, tofu and vegetables had a genetic variant that made them more sensitive to umami tastes, best described as savory or "meaty" flavors.

The main ingredients of the foods mattered, too -- for example, there were positive genetic correlations between eating yogurt and eating cheese, both milk-based foods.

In order to find whether any of these genetic markers associated with food were also linked with disease, the researchers conducted a phenome study.

The phenome comprises all the possible observable traits of DNA, known as phenotypes. Six of the genetic markers associated with food were also related to at least one disease phenotype, including several types of cancer as well as type 2 diabetes.

Nature vs. nurture: Food edition

Since the research studied only people native to Japan, the same genetic variations associated with food preferences are likely not applicable to populations across the globe. However, similar links have been discovered in different groups.

The study authored by Okada also didn't measure environmental factors. Our environment, demographics, socioeconomic status and culture -- such as whether we eat food from work or home; our age; how much money we make; and what our families eat -- are some of the biggest drivers of our food choices.

"These factors would weigh more than the genetics in some cases," said Dr. Jos Ordovs, director of Nutrition and Genomics at Tufts University in Massachusetts, who was not involved in the study.

"Something that sometimes we have felt is that the nutrition field has been focusing too much on nutrients rather than on foods," Ordovs said.

"Previous studies have been looking at genes that were associating with higher protein intake or higher fat intake or higher carbohydrate intake," Ordovs said. "But this study is more aligned with the fact that people eat foods. They don't just eat proteins, carbohydrates and fats. People tend to eat within a specific pattern."

Further research is needed to explain an exact balance between genetic predisposition and volition when it comes to food choices in different groups of people, but Okada suggests that by "estimating individual differences in dietary habits from genetics, especially the 'risk' of being an alcohol drinker, we can help create a healthier society."

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Prefer tea over coffee? It could be your genes, study finds - CNN