Tag Archive for: cancer

Classic: Type III Error

You know that eating fruits and vegetables is good for you, right? I tell you that all the time because that’s what the research indicates. But according to an editorial piece in the Journal of the American Medical Association (JAMA), maybe we’ve been wrong all this time (1)—at least as it relates to reducing our risk of cancer. Here’s a recap of the editorial and my take on it.


The Editorial

Mike Mitka is a well respected senior writer for JAMA; he’s published numerous articles that are well researched and contain interviews with the authors and other experts. In a 2010 JAMA article, he writes that an article from the European Prospective Investigation into Cancer and Nutrition (EPIC) clearly demonstrates that high intakes of fruits and vegetables do not reduce the risk of cancer, at least not very much.

Based on the study published in the Journal of the National Cancer Institute, increasing fruit and vegetable intake by six ounces per day reduced the risk of cancer only 3% (2). A couple of well-known researchers supported the notion that research does not support plant intake reducing the risk of cancer, including the director of nutrition for the American Cancer Society.

The problem is that it’s just not true, at least not in that study. The way it’s written, the study suggests that when subjects increased their intake of vegetables and fruits by six ounces, the reduction of cancer risk was a paltry 3%. This was an observational study, not an interventional study. No one kept track of who increased or decreased their plant material intake, and there’s no way to know that from the data collected.

The way I read the article, the EPIC study is central to this new belief about plant consumption not being related to decreased cancer risk. The first articles from the study were published in 2003, and that’s when scientists suggest the evidence grew weaker supporting reducing cancer by plant consumption.

I’ve written about EPIC before; it’s one of the largest observational studies ever conducted with over 520,000 subjects from 23 different centers in 10 European countries. While I suggested that there was strength in numbers when you want to try to tease out subtle effects, I mentioned that the researchers gathered nutritional information at the beginning of the study with a Food Frequency Questionnaire; subjects were asked as many as 256 questions about what they had eaten in the past year. There are two problems with that when you’re looking at the rate of cancer.

First, you have to assume that this one-time questionnaire on diet applies to the patterns of the way the subjects ate and will continue to eat. By the validation studies that were done for the EPIC study itself, that certainly was not true (3). Correlations between what people ate one year apart were as low as 36% in a sub-sample of the subjects. Researchers chose to adjust levels statistically, but that just isn’t the same as actually collecting the data. But when you’re dealing with a half million subjects, you just can’t collect dietary histories on every subject.

Second, the assumption is that the levels that the subjects ate were actually adequate to reduce the rate of cancer. In the study, the average fruits and vegetable intake for men was 17 ounces per day and about 19 ounces per day for women (4). Using an example from the editorial, a medium apple is 10 ounces and a serving of broccoli is about 3.5 ounces. That’s just two servings and that’s close to what the subjects actually ate.

The fact is that most subjects in the study did not eat very many vegetables and fruits and it got worse the further north the country was located. That should have been the overwhelming conclusion of the study to begin with before any other analysis was conducted.


My Take

Trying to explain statistics is not my strong suit, but I adapted this from a blog by Satoshi Kanazawa, an evolutionary psychologist in London and a contributor to Psychology Today (5).

There are two types of errors in statistics. There’s the error of a false positive: you think that the data reflect your hypothesis when it doesn’t. Then there’s the error of false negative: you think the results do not support your hypothesis when it does. Statisticians call the former type of errors “type I errors” and the latter type of errors “type II errors.”

My feeling is that Mitka and researchers who are using the EPIC study to make suggestions about the relationship between plant intake and cancer risk are committing a “type III error.” What’s that? An unwavering belief in statistics: you don’t look at anything but the numbers, and that rules what you believe. Maybe a better way of describing a type III error is hubris, an overbearing pride in statistics. These researchers are very smart people. Did no one consider that the way the data were collected didn’t make sense when tracking diet’s effect on cancer risk? That’s hard to believe unless pride gets in your way.

But when you get right down to it, if you eat an apple and some broccoli on a typical day and someone told you that adding a banana or a tomato would reduce your risk of cancer by 3%, doesn’t it seem like a great idea to add that banana or tomato? Imagine what you could do if you actually ate the recommended eight to ten servings!


The Bottom Line

This will not be the last time I write about EPIC because there are over 500 articles published to date. I still think that eating more vegetables and fruit reduces the risk of all disease including cancer based on the thousands of other studies that say that it does. It seems like the larger the study, the less beneficial effects anything seems to have whether it’s diet, exercise, or supplementation. Maybe someone should start considering whether the effects are being washed out by regressing to the mean. But that’s a message for another day. Time for some berries!

What are you prepared to do today?

Dr. Chet

 

References:
1. JAMA. 2010; 303 (21): 2127-9.
2. J Natl Cancer Inst. 2010 Apr 21;102(8):529-37.
3. International Journal of Epidemiology 1997; 26 (Suppl. 1): S26–S36.
4. Public Health Nutrition: 5(6B), 1179–1196.
5. www.psychologytoday.com/blog/bloggers/satoshi-kanazawa

 

The Genetics of Smoking

The study I’m examining this week is profound for a number of reasons. Identifying the genes that are affected by direct contact with the toxins in cigarette smoke provides one piece of a very complex puzzle. For example, they showed the difference in genetic mutations in the same type of tumors between smokers and non-smokers. The smokers had the genetic mutations while the non-smokers didn’t. So why did they get that type of cancer? That’s why I said it’s one piece of a puzzle. There are undoubtedly other factors involved.

With the information that . . .

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Smoking and Cancer Update

A fascinating research paper was recently published in which researchers compared the genetic mutations found in 14 different types of tumors from chronic cigarette smokers and those who never smoked. They were attempting to see the differences in the genetic damage that occurred in tumors from the same organs between people who smoked and those who had never smoked. While they occur less frequently in non-smokers, some types of lung cancers still occur in those who never smoke.

This was complicated research to say the least. The research group had developed an algorithm that would look at over 90 . . .

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Curcumin: Question 3

Most super herbs and juices come from other countries—açai from Brazil and noni from Southeast Asia to Australia. Curcumin seems to have been used in India for hundreds of years. As we finish this look on questions we should ask about the latest and greatest nutrient, juice, or herb, this is most likely the simplest question of all. Here’s the obvious question: do the people where the herb is traditionally used live longer than we do in the U.S.?

I’ll stick with curcumin and India. Although our official life expectancy just decreased a couple of . . .

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Observations: Easy to Believe

In the past few months, I’ve gotten many questions about my thoughts on a video series that claims to reveal the truth about cancer. I watched as much as I could. When some parts were absolute fabrications, I just fast forwarded. There was nothing really new; I’d seen everything before over the years.

One of the basic premises was that the pharmaceutical industry is suppressing cures for cancer so they can make money selling treatments that won’t work. That’s a degree of cynicism that I don’t understand, and yet it’s something many people believe . . .

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Curcumin Research

Curcumin is fast becoming one of the most researched phytonutrients in the world. As evidence, in 2000, there were about 100 papers published on curcumin; in 2015, there were 1,100 papers published. And in the first quarter of this year, there were over 400 papers published. Why all the attention on this yellow phytonutrient?

I mentioned the anti-inflammatory and antioxidant qualities on Tuesday. The focus of a lot of research is for curcumin’s use as a potential cancer treatment and preventive for Alzheimer’s disease. Most of these are test-tube studies. Researchers are trying to examine . . .

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The Bottom Line on the Latest Sucralose Study

“Sucralose causes cancer.”

“Sucralose prevents cancer.”

You’ve got to be confused when you read those recent headlines about the same research study! You read or listen to my messages because you want to know what I dig out of the original research to get past the confusion. Well, let’s get to it.

 

The Data

The data were messy (1). When you look at the numbers in the table that reported the incidences of cancers, the patterns were not clear. Using the data on the male mice, the incidence of cancers went . . .

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Does Sucralose Prevent Cancer?

After Tuesday’s message, I’m sure that you were reading labels and getting ready to throw out foods that contain sucralose based on that single study (1). I’d wait a while, at least until I get finished reviewing this study. Today let’s take a look at another headline that says sucralose prevents cancer in some mice (2). This was an article written by Emily Willingham, a regular contributor to Forbes. She did what I usually do: read the actual research paper and then check out the claims the authors made. I’ve read it, but . . .

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Sucralose: A Tale of Two Headlines

One of my biggest complaints about health news is science by headline. Over the weekend, the headlines exploded with the news that in a recently published study, sucralose caused cancer! You know that’s going to catch my attention. Artificial sweeteners are part of the third-rail of health topics that include GMOs, soy, and vaccinations. What made this so interesting was that there was another headline based on the same study that said sucralose reduced the rate of cancer. That’s what we’re going to talk about this week.

Let’s start with the “sucralose causes cancer” headlines . . .

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Processed Meat and Cancer: The Science

In response to the headlines about processed foods and colorectal cancer, I decided to look at some of the research on cancer and colorectal cancer. Rather then write a long drawn-out article, I’m going to give you the bottom line on what I found.

  • The risk of getting any type of cancer in a lifetime is one in two for men and one in three for women (1). The lifetime risk of getting colon cancer is 4.84% for men and 4.49% for women. If the risk is an average of 18% higher by eating . . .

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