Blood Tests Can Accurately Diagnose Depression
theatlantic.com
theatlantic.com
8% False-negative rate 19% False-positive rate In a given year ~7% of all people will have major depressive disorder at some point so if we gave this test to random people 75% of the people who test positive are healthy.
So this clearly isn't a useful test as a first screening. If, however, someone is showing symptoms of MDD, it could be useful as a test there, as they are in a population with fewer healthy people.
In any event the article in the Atlantic (I don't have a subscription to nature) talks about using it for a completely different reason: Given someone already diagnosed with MDD, administer the test. With 92% chance it will come back positive, and you can say "See, there is something physically wrong with you, and you need treatment." That does seem like a good use for it.
>"See, there is something physically wrong with you, and you need treatment."
...could be a pretty stigmatising way to talk about mental health problems. I know you're not saying that people with minor depression are "making it up"; but I feel the need to say that an illness doesn't need to be 'physical' to be real.
Sorry for the slight de-rail.
I was careful to put a bunch of qualifiers in my post, but i'm keen to make sure people realise that mental health problems can be very serious even if they're not "physical".
This is important because people with chronic fatigue are often sent to see CBT practitioners. Lots of those people feel that they're being trivialised or fobbed off; they say things like "I have a real illness".
It's a shame, because CBT is used to reduce pain in cancer patients, and there's reasonable evidence that it's useful in CFS/ME type illnesses.
Unless I'm misreading what you're saying, I think you have Bayes's rule confused in that statement. If 75% of positive results are false, that's actually right in line with what you might want for a first screening.
Of course, you want to know not just P(X|Y), but also P(Y|X) -- you really need the joint distribution to determine how useful the test is.
For a rapid screening, you generally want a low false negative, and you're willing to compromise by having a high false positive rate as a result. The real thing you care about is P(test positive | have MDD), not P(have MDD | test positive). You don't care about the latter (within reason - obviously you could just have everyone test positive, but you're also trying to maximize the former probability subject to some constraint - usually time/money).
Psychiatric conditions are notoriously difficult to test/evaluate/treat because they are oftentimes heterogeneous, so I don't know what kind of numbers we should be looking for in this case, but I just wanted to clarify that having a majority of people who test positive ending up being healthy actually doesn't necessarily rule a test out as being a useful rapid-response screening, in the general case.
The problem comes in because 'I have depression' could lead the patient to take risky or dangerous action. Sadly, misunderstanding on the side of doctors (who, at least the ones I know well, aren't given a strong education in statistics at university) might also lead them to make poor decisions. As long as everybody is honest about the meaning of the test, and understands the differences between P(Y), P(X), P(Y|X) and P(X|Y) then that's great. Sadly, there is good evidence that this is not always the case.
For an example more along HN's normal lines, consider hard drive monitoring data from SMART. Several public studies of SMART attributes in modern drives have shown that positive predictive value of SMART data as a drive failure indicator is very poor. Many of the drives which are replaced because they are failing SMART are actually just fine, but a lot of money, labor and downtime is spent on the incorrect assumption that P(healthy|SMART failure) is much smaller than P(unhealthy|SMART failure).
http://en.wikipedia.org/wiki/Sensitivity_and_specificity
discusses some of the issues around "sensitivity" of a test (the tendency not to have false negatives) versus "selectivity" of a test (the tendency not to have false positives). And of course what level of each to trade off for in a particular medical situation depends on the seriousness of the disease, the selectivity and sensitivity of other kinds of testing, and what happens to a patient if a true case is missed or if the patient gains a false diagnosis of having the disease.
I'd definitely like to see the approach mentioned in the study
http://www.nature.com/mp/journal/vaop/ncurrent/full/mp201116...
replicated by other researchers
http://norvig.com/experiment-design.html
before figuring that blood tests will replace patient mood self-rating scales for diagnosing depression, but this is an interesting approach. And perhaps identifying reliable biomarkers for depression will suggest new treatment approaches.
" Serum levels of nine biomarkers (alpha1 antitrypsin, apolipoprotein CIII, brain-derived neurotrophic factor, cortisol, epidermal growth factor, myeloperoxidase, prolactin, resistin and soluble tumor necrosis factor alpha receptor type II) in peripheral blood were measured ..."
If this test can't detect depression in, say Bipolar patients, can it really claim to detect depression?
I guess its good for big pharma sales babes. Doctors don't even know why these drugs work. "Diagnose depression??" It's like diagnosing a air conditioner that comes on when it gets hot inside. The air conditioner isn't the problem to be removed. Depression is part of what it means to be human and enlightened people pull out the power tools and make the appropriate changes to re evaluate what we should be doing now.
With no evidence presented you dismiss the entire body of scientific evidence which backs the rather basic idea that depression, like any other biological process can be caused by a wide variety of sources not just external factors.
Being very sad because of an internal reason and clinical depression are not the same thing though to an outsider they may appear the same. Much like being overweight because you eat too much and sit all day isn't the same as being overweight because your thyroid isn't functioning properly aren't the same thing. What you're doing here is the intellectual and moral equivalent of blaming people with an underactive thyroid for their weight gain because you can't tell the difference by looking at them.
You're right on one point depression is the symptom not the disease and there's huge room for misdiagnosis here. Likely our understanding will ultimately split clinical depression into many different diseases that cause it as we learn more but its simply foolish to dismiss the disease possibility out of hand.
I don't know how much experience you've had with actual clinical depression, but as far as I've seen, those people are not "more rational", and leaving them to their own devices makes things worse, not better.
Instead, I'll just post and call you a fucking idiot.
I'm interested in this topic, and might have spent some time reading the thread, but when I see stuff like this I just bail.
Some times people need tobe told harshly they're being an idiot.
The machinery of the mind is chemicals. Drugs are chemicals. When a chemical machine malfunctions, chemical treatments are not unreasonable.
At any rate, this comment is probably being downvoted for this line:
I picked myself up and fixed my damn problem.
Edit: also this: http://wiki.lesswrong.com/wiki/Typical_mind_fallacy
Based on everything I've read from others who have talked about clinical depression, it sounds like there is no picking oneself up. The metaphorical train has gone so far off track that its conductor doesn't even remember what tracks look like.
> I've been very depressed, and never took drugs, I
> picked myself up and fixed my damn problem.
This is the equivalent of saying:"I've been running Windows for 15 years, and never had a blue-screen-of-death, therefore anyone that has issues with a blue-screen-of-death is either lying or a fucking moron. My anecdote proves that Windows is 100% stable 100% of the time."
Depression is so often a side-effect of other, real, mental disorders. These aren't things you can 'pick yourself up from' and walk it off. Doctors 'screw with the mind' of consenting adults who agree that they have a problem and are trying exactly to 'pick themselves up.'
You should expand your notion of a drug and what treatment is, along with the machinery of the mind. Depression is caused by drugs in your own mind, which are so much more complicated and nuanced than the pharmaceuticals one would take to offset them.
You know how I can tell you don't have depression?
This sounds to me like you took something wildly out of context. For example, is a depressed person more rational than someone who just won a hand of Blackjack? Probably. Is a depressed person more rational than the same person when not depressed? As someone who is currently helping a friend through a very bad bout of depression, I can say with confidence that the answer is no.
Doctors don't even know why these drugs work.
I know a lot of programmers who don't know how a transistor works. Does this invalidate their work?