Blood test that finds 50 types of cancer is accurate enough to be rolled out
theguardian.com
theguardian.com
Facilities that are not hospitals(to avoid the risk of occupying medical devices that sick people need) built to _regulary_ check up otherwise healthy people for preventive care.
Heck, I have so many alerts defined on my monitoring setup for servers to watch for signals of failure before they get too big. But, my own body is not observed until something bad needs treatment. Why can’t we observe ourselves medically and analyze that record for early signs of trouble before it becomes serious?!
All the advancement in technology in recent years, this ought to happen sooner than later.
The fact is that many things that could be detected will never result in symptoms or other noticeable problems. Further, for many things that can be detected we can't really do much about, so by detecting it early you are just reducing the amount of life they have left without worrying about their disease, or causing unnecessary treatment (which includes unnecessary damage, cost, stress, etc.)
If finding something that otherwise carries no symptoms is best left untreated, then the fact that you found it should make no difference to the decision. The doctor should say that the best course of action is to do nothing. More information can never be harmful. If you know information is best not acted on in the abstract, then you also know you should not act on it in particular.
So what you really mean but have left unspoken is one of two things.
First, that doctors are untrustworthy people who make recommendations and decisions based on concerns other than their patient’s wellbeing, such as covering their asses from lawsuits or making more money.
But rather than fix that, you would rather keep patients more ignorant and away from the doctor in the first place. Which actively harms people who do have honest doctors. That is, your approach of not testing hurts people with honest doctors to protect people with dishonest doctors.
Or second, if you take dumb patients as the problem, you are willing to hurt people with good decision making ability (who would heed their good doctor’s advice to leave the possible ailment untreated) so you can protect people with bad decision making.
Because many times, these tests will uncover things that obviously need treatment. They will save many lives. But because more stupid people will hurt themselves, then no one should have access to them.
The political and moral assumptions built into these positions are immense and yet the medical field tucks those away and pretends that this is just a purely scientific truth, that someone running more harmless tests is actually inherently harmful.
That is a lie! And a very nasty one at that.
>If finding something that otherwise carries no symptoms is best left untreated, then the fact that you found it should make no difference to the decision. The doctor should say that the best course of action is to do nothing. More information can never be harmful.
Absolutely and demonstratively false. There is an entire field of health policy that destroys this harmful idea. First of all, just because something doesn't carry symptoms NOW doesn't mean it won't carry symptoms LATER, but doctors can't always predict this and aren't perfect decision making machines. Many times the patient will push them for further tests and treatment (or the doctors will advocate for it to ease the mind of the patient) which leads to potential harm from unnecessary treatments. And this is just ONE of the ways patients are harmed by unnecessary screening. There is also the psychological damage of having a condition you wouldn't have otherwise known about, and living with that knowledge (take aneurysms for example). Psychological stress has a real physical toll on the body. Then there's the COST associated with unnecessary screening and treatments, which (especially in the US) can run into the thousands quite easily for even simple interventions as a result of unnecessary screening.
Even after that, a screening process can also find something that could be bad, but in some patients doesn't actually decrease their lifespan or quality of life. If we have no way of adjudicating between these cases or predicting which cases will end up bad if left untreated at the present moment, what do you think will happen? People will ask to be treated anyway, and iatrogenics will rear its ugly head.
You cannot ASSUME that screening is automatically good. It must PROVE itself as such in a randomized clinical trial. This trial must show that people live longer and/or better as a result of this intervention. In many well documented cases, this turns out NOT to be the case, which entirely destroys your original rebuttal.
So mass screen healthy people, collect the data, run models, and get better at it. People like you would rather not try, and this is the same reaction I get from doctors. Applying the same tech that we use to improve ad targeting to disease prediction is a no brainer to anyone whose cushy job doesn't depend on the current medieval state of medical technology.
What do you think the entire medical, pharmaceutical, bioinformatic, etc. industries have been doing for decades? Are you really so arrogant to think that other people are too lazy and stupid to think of your brilliant idea and that you are simply more intelligent than everybody else? Do you really think people haven't been trying?
>People will ask to be treated anyway, and iatrogenics will rear its ugly head.
I just want to say that you are in agreement with my position here.
Your point about psychological problems is interesting, but as long as people know what they’re signing up for, it’s okay. Some people aren’t prone to anxiety. Why should they pay the price because other people are? Part of my original point was that implicit in your argument is that people capable of handling it should be denied something because more people incapable of handling it can’t be stopped from hurting themselves. I think many people do not agree with that moral reasoning, so medical people hide it behind objective looking statistics.
And as for cost, I don’t take any arguments from medical people about cost seriously. The reason why costs are so high is because doctors and the medical field as a whole run a massive protectionist racket to keep the supply of medical professionals low.
How fresh of them to say that because they’ve limited the supply of medical resources to enrich themselves, patients must pay by having less access to care.
Whether or not a doctor prescribes/advises a certain treatment is still firmly in their domain. The amount of biomarkers/biological evidence a patient has shouldn't sway a doctor's decision to alter a treatment plan. As a reasonably smart non-medical professional, I would rather have more data than less data, and it's paternalistic and a little condescending to say "no, you shouldn't actually take diagnostic tests because 'having that information might freak you out'"
How people use information varies, so the data might not have external validity - it’s culture specific, and cultures differ. Cultures can also change through accumulated experience.
So do the people studying these things try again with different and possibly better decision-making, or do they conclude that the test itself is no good?
That statement alone shows blatant ignorance of basic properties of the human psyche which makes reading the rest of your long reply rather pointless, as thought-through as it might have been from your perspective.
Humans are not the perfectly rational machines you seem to make them out to be. You need to deal with people in the real world, not some dream utopia that does not exist.
In my particular field of biomedical research, there has recently been a push for "Diagnostic Stewardship" because more information has demonstrably been harmful to patient well-being.
I would say most medical decisions are made either due to statistics, or due to experience. What treatment has the highest chance of making the patient better, extending their life, or giving the best quality of life? You'd "just" have to adjust the tables for the new test.
I mean in a contrived example, you could have the lab technician themself look up the numerical result (xyz > 100, abc < 10 whatever) in some table, and then there would be the rule to throw the result in the bin and report "don't treat" because this results in the best outcomes. I don't want to have all that extra diagnostic information, but I want my doctors to use it conditionally to improve my treatment if possible.
Can you see why some people might be hesitant about basing medical treatment on "That's what the data says, but it doesn't conform to my priors, so it's probably wrong"?
People are terrible at ignoring information. Clinicians are people. We know this.
Can you?
That is to say: you can try, but I don't think most people are very good at consciously choosing not to think or worry about something that they know, if that's even possible.
If your tests are for conditions that are rare enough, and where early detection does little enough to improve outcomes, even a tiny risk like that becomes a problem.
This is an extremely naive viewpoint and in some situations quite dangerous.
It seems like we've made this decision with covid-19. Dr. Fauci has been canonized, but we know that he's been intentional misleading the public through misinformation (starting from telling us that masks aren't effective in order to preserve the supply for medical providers, and later mis-stating herd immunity numbers to manipulate people into getting the behavior he wanted).
This is easy to say but hard to do, just need to imagine
PTC is a very survivable cancer, with a near-100% survival rate (death usually only occurs in rare cases where the disease is diagnosed very late, the progession is atypical, or there are comorbidities at play). It is very easy to screen for and diagnose: a neck ultrasound identifies thyroid nodules, and if the nodules look suspicous they are biopsied in a 20 minute procedure performed under local anaesthetic.
Treating papillary thyroid cancer is also relatively straightforward, as far as cancer goes: depending on the size of the lesion and the features, either half or all of the thyroid gland is removed surgically. In cases where the whole gland is removed (which is the majority), the patient is given a course or two of radioiodine therapy to nuke anything left over, and in many/most cases, it's a done deal.
The vast majority of thyroid cancer survivors have to take thyroid replacement hormones (all patients who had the whole gland removed have to do this, and about half of patients who only had half the gland removed still need a small dose to keep up). I'm relatively lucky: the oral hormone seems to work just fine for me. I take a pill every morning and then go about my day. I will need to do this for the rest of my life, but hey, that's life.
However, there's a substantial minority of patients who aren't so lucky: even with oral hormone replacement, they suffer from long-term sequelae including weight gain, low energy, brain fog, hair loss, and other hypothyroid symptoms.
And there lies the crux of the issue: it turns out that even with increased diagnostic capability (thanks to the ubiquity of relatively cheap ultrasound exams in clinical practice), the number of people dying from thyroid cancer has stayed pretty much flat for decades (mostly due to more aggressive types than papillary, such as medullary or anaplastic). Yet, we take out a lot more thyroids now.
The reason this happens is pretty simple: if you see something, you have to do something about it. So you're removing thyroid glands from people where the cancer might never have actually grown big enough to be a problem, and then subjecting those people to a lifetime of hormone replacement therapy. Something like 10% of all cadavers at autopsy have thyroid cancer: it's a cancer that very commonly develops, but only becomes a concern in a few patients. As of now, we don't have a good way to differentiate between "thyroid cancer that's a problem" and "thyroid cancer that'll be fine."
The clinical guidelines have changed a bit in recent years: if the cancerous nodule is really small, they'll now do "watchful waiting" and monitor the nodule to see if it grows. But you're still subjecting a patient to potentially many years of worry and regular testing. And good luck getting life insurance if you have a microcarcinoma! Yeah, it's highly unlikely to kill you (especially when monitored), but try telling an insurer that.
The medical profession is well aware of these concerns. That's why they avoid testing for thyroid cancer unless there are symptoms, such as thyroid hormone disturbances or a lump in the neck. If you were to make a thyroid ultrasound a regular test, you'd quickly overwhelm the system with cancer patients who probably never needed to be treated in the first place, and who may now have to get their thyroids removed and be dependent on pills for the rest of their lives.
There simply isn't a profit motive right now, and there aren't a ought resources, so unprofitable, minor things like thyroid cancers and other, small, mostly non-fatal things fall by the wayside. If we could massively increase the resources and time spent of solving health issues, we'd have a lot better solutions. There only exist a certain amount of cancer researchers, oncologists, and clinical pharmacologists that can profitably exist. Lots of diseases will never be cured because there are too few people affected by them. Until we decouple medical progress from profit, there's a only a certain amount of progress we can make. Unfortunately, it seems like tying profit to medicine is the most efficient system we have, so it may be centuries till we get there
Nope. TaupeRanger's overall observations seem spot on.
Assuming the 0.5% FP rate holds (again, I know that's optimistic), would you still regard universal testing with this method to be harmful?
[1] https://jamanetwork.com/journals/jama/article-abstract/40935...
I.e., higher FP rate, and it wouldn't be rolled out.
Another aspect of cancer screening is that detecting cancer earlier can improve key statistics like 5 year survival without affecting the actual disease in any way. Which can make screening sound more effective than it is.
Yes, if every lump were treated and excised then it would be problematic. But CANCER is different. The only cancer that you might be able to leave alone is prostate because it grows so slowly. Everything else is a risk.
And if we can treat cancer at early stage 1, then maybe people won’t be as afraid of it because it has such a high rate of cure. We don’t know that until we do it.
Read this and learn something: https://www.bmj.com/content/352/bmj.h6080
My wife went to urgent care twice in three months because of a pain in her side. She was turned away with cough medicine. She finally went to the ER where a CT scan revealed massive tumors in her abdomen that had gone undetected for likely years. Genetic and semi-annual CA125 screening could yield quite a few false positives, but combined with her physical symptoms she may have had more cause to press at an incomplete conclusion and possibly could have had a different outcome. She underwent nearly $2M in medical procedures over the course of 26 months and died at 45 years old last year.
A few years prior to that I was spring cleaning one day and found a glucose test kit at the house. I had the whole family test their blood glucose. My youngest was 240mg/dL. We waited a day and tested again, same thing. We took her into the hospital and they actually admitted her for two days because they had no idea what to do with a child presenting with Type 1 diabetes that hadn't gone into full DKA. That's harmful, gross, and embarrassing. And this is a major children's hospital that was recently in the top ten in the nation for endocrinology.
In both of these situations, preventative screening could have or did have positive outcomes. I don't disagree with the effect that has been observed, but the conclusion being drawn from it is revolting to me. People should be permitted to make their own decisions about their level of knowledge of the state of their body. We only get one trip as far as we know, and I just find it unacceptable that people are willing to categorically deny diagnostic technology or bemoan its development because they they don't know how to support people trying to navigate the information it brings.
We give blood glucose level tests and cholesterol tests to everyone every year at the physical because they are cheap and easy to administer. Even though the effects of both may take decades to have any effect and have no correlation to ultimate death. It’s about trade off of cost and convenience.
If you detect pancreatic or colon cancer in a 20 year old patient via $1 blood test, that is immediately actionable. Cancer is ALWAYS actionable unless you’re talking about prostrate which grows slowly. But even in a 20 year old, you would want to treat that but maybe not a 70 year old.
And we’ve never had the ability to detect stage 1 cancer of the deadliest types of cancer. Imagine the new treatments that might save lives if we could.
Honestly, the number of people here who think they know better and citing unrelated research is bordering on anti-maskers parroting the surgeon general saying masks don’t work when they do.
False positives are a concern, but one that is manageable. People should get regular checkups, if something comes up we just do more testing as needed.
You mean like the PSA test? It's pretty bad, in the scale of these things. It's used because there isn't a better screen, not because it is more specific.
I weight myself everyday. Some people tell me not to do that but its honestly pretty good at keeping me in check and because I weigh myself everyday I know that sometimes I just get super bloated and put on four pounds of water and it will be gone in a couple days. When you get more data you learn to adjust how you interpret it and make better decisions.
Likewise, if getting a false result 50% of the time becomes common (this assumes we never improve the tests) then people will know to adjust their priors. After all - I've had to go to specialists a few times for extra tests. I wouldn't say we ban those.
I meticulously tracked every calorie I ate for several months. Now I know how much of different types of food is how many calories, how many calories I eat per day, and most importantly what my different hunger levels mean in terms of the number of calories ingested. Combined with my weight tracking, which tells me my set weight / weight variance over a day or several days / food intake to gain or lose a certain amount of weight, I can easily control portions to hit my weight goals without thinking about it.
I would imagine more health data would allow me to optimize in this fashion as well. If I can correlate health markers to my lifestyle often and directly, I can make better and more informed choices. Advocating against easy access to health data because some people can misuse it is the same kind of nanny state thinking that says encryption shouldn't be available to the masses because criminal enterprises can use it to hide their activities.
I think your claim (based on sibling posts) is that in the current medical system, if we just added more screening, we'd not necessarily get net benefits. But I think that ignores the fact that, if we had cheap and high-resolution screening, we could fundamentally restructure many aspects of medical care. The BMJ article you linked in a sibling[1] notes that cancer screening may reduce cancer mortality but increase all-cause mortality. That's an unexpected and problematic result of getting referred to a cancer specialist that might not have (or be incentivized to care about) a wholistic picture of health when you screen positively for cancer. But if we had higher-resolution data, and conceptualized medicine as primarily preventive instead of curative, then it seems likely to me that overall mortality would be your target, we'd have richer data to be able to track that endpoint, and so we'd be more likely to catch the cases where an intervention caused unexpected harms (because we'd be tracking more indicators).
In other words, the problem you're observing is that adding a bit more data to the current system can produce negative outcomes. But that problem would be fixed by adding even more data. (With the remaining question being, how much data would we need to add to reach the "net positive" regime?)
I think you're arguing against a change that looks like a harm from the perspective of a local optimum that we're currently working towards, without considering the dramatic paradigm shift into another higher-utility region that would have been brought along by this sort of technology.
In summary, I am much more optimistic that if we had orders of magnitude more data, we'd make better decisions, not worse. But I agree with your caution that it's not as easy as it seems.
Perhaps it is true - in the US, anyways - that there's a tendency to overly prescribe more aggressive interventions (read: more expensive ones), but my understanding is that the US model is the exception, not the rule, when looking at the rest of the world.
This example also shows how screening can be recommended against because that's better for public health. The US Preventive Services Task Force (indirectly decides what Medicaid/Medicare covers) has different recommendations than the American Cancer Society for how often women of certain ages should have mammograms. USPSTF recommends against routine mammograms for women aged 40 to 49 if they don't have other risk factors. ACS recommends biannual mammograms start at age 45.
The reason they differ is because of how they weigh the reduction in deaths against the harm of false positives. Routine mammograms will prevent breast cancer death, no doubt about it. But notice neither recommends routine mammograms for all women below 45, even though they accounted for over 10% of breast cancer diagnoses in 2014-2018[0].
The math is tricky when comparing a risk of death against quality of life and economic costs. Public health is a matter of public policy as much as health.
And something to be on the back of your mind as a worry forever. I'd rather not know.
A deep round of blood testing would have saved everyone a lot of time and money and suffering.
Or I could have waited many years until the organ damage was so extensive that diagnosing was easier. Oh wait, that’s what ended up happening.
But you don't know they're healthy. They might be sick but (so far) asymptomatic. That's why you screen, if you have a sufficiently accurate test available and you can make a useful intervention if the test gives a positive result.
If we applied your argument consistently, we would abolish all cancer screening programmes, resulting in many extra deaths because early detection and treatment didn't happen. We'd stop checking up on heart health as people age, resulting in many extra deaths because people continued to live unhealthy lifestyles without realising what it was doing to them. We wouldn't be using rapid testing for COVID-19 to detect and isolate probable asymptomatic carriers who might spread the virus to others who wouldn't be so lucky. The list goes on.
Good screening programmes save lives. It's as simple as that.
Just a made-up example: Let's say someone has an advanced test for cancer run, and it comes back positive. You know from studies that treating people the same way as before with the advanced test leads to worse outcomes because of unneccessary treatment etc.. So what you could do is you do the simpler test afterwards. If it comes back negative, you don't treat -> you are in the same situation as before, only you can be more vigilant in future and see if the cancer grows. If the simpler test also comes back positive, you do the treatment.
It's all about getting data (statistical and otherwise) on what the best treatment is, and acting on that.
Would a very large representative sample of volunteers doing this kind of hitherto unprecedented level of medical monitoring help improve this technology while limiting the unintended consequences? If we could get to the point where the technology was very highly predictive of specific outcomes and even had the ability to test early interventions on those outcomes, that would both allay the psychological cost of a population-wide roll-out and drastically improve outcomes across the board, would it not?
I wonder if people would rather continue to live care free, spending most of their waking hours commuting and at work, or if they'd rather learn the truth and face the harsh reality that their time is about up and adjust their priorities accordingly?
I would rather live my life as it comes, for whatever length of time fate has given me.
Those cancers where checkups are useful we already do regular screenings for.
For aggressive cancers - the ones that are really problematic - you would have to do such a test too frequently to make any real difference, for instance, if you were to test annually you'd be on average 6 months away from your next test, plenty of time for such a cancer to develop and kill you.
So this is not the kind of breakthrough that you may think it is.
It is not a good argument. In fact, it makes no sense. If you get a positive with an uncertainty in its accuracy, at the very least, the test is repeated. But even more, you can use the information from the investigation of the reason for the false positive to improve the tests in the first place. If we weren't humans and the uncertainty of the test is known then at the very very very least you could throw a dice to decide whether you discard or not the test result.
If more information leads to worse decisions it just means that the noise level introduced by the test is just too high. A way to reduce the noise is two amplify the signal, and a way to amplify the signal is to look for more information (other tests, other indirect measurements: i.e., look for B if A was positive, etc.).
This assumes that the false positive is caused randomly. That's not the case. False positive tests are usually followed by false positive tests. Then it will take years to find out if it was a false positive or not.
We understand far more than we did say 20 years ago. But the problems are non-trivial on a scale most people don't appreciate.
You can't just repeat the test, that is generally not where the problem lies. You'll get a second positive result and still don't know if it's a false positive or not.
And in many cases there aren't other non-invasive test you can perform. If you can't actually determine reliably if some anomaly will cause trouble before removing it, whole population screening will cause unnecessary operations.
That you want to have some kind of theoretical argument in the face of this evidence might be interesting to you but it isn't to me.
That would be a bit of a paradox in science. I suppose we might take 2 steps forward and 1 step backward in the short term. As medical science advances, hopefully we can address any shortcomings from the additional early knowledge.
I noticed that pancreatic is on the list. This cancer is almost always fatal because we can't detect it early.
This really depends. Information that does not help make a good decision is just noise. It might seem like diagnostic information should always help make a good decision, but that isn’t always the case. If the false positive rate is higher than the base rate, a positive test would be more likely to be wrong than right, even with a very high accuracy.
For example, a large number of unnecessary antibiotic treatments, which fuel resistance, are triggered by doing diagnostic testing on patients with no symptoms.
"Diagnostic stewardship" is a concept that exists for a reason.
And that - no matter who good the test, and no matter how early - leads to a decrease in positive patient outcomes.
This is established medical science, and it pains me to have to continue to point out the same thing over and over again, but since I started with this response I feel obliged to continue to do so.
The outcome of a cancer treatment is not pre-determined, there are a lot of individual factors at play here that will have a huge effect on the outcome, possibly much larger than the effect of that particular cancer itself.
So en-masse screening leading to an increased number of treatments of pre-symptomatic cancers with those current responses is not a choice, we know that this will lead to a worse outcome across a population.
Early detection does not add anything to that. If you could pick out those individuals for which early detection would make a difference then that would be a gamechanger, and here the ball is currently in the genetics court.
The other part where major change can be made is by finding ways to treat cancers in a way that is non-invasive and does not put the patient further at risk (so no surgery, chemotherapy or radiation therapy).
This leads to lots of suffering and hardship.
Where can I find the studies that conclude this?
https://www.ncbi.nlm.nih.gov/books/NBK223933/
https://www.theguardian.com/society/2021/may/12/annual-scree...
Those are popular and accessible, the actual studies you can find through Google Scholar, SciHub or various medical publications.
This is not something where the general public - or software developers, who seem to treat cancer as a bug that needs to be fixed - are going to be very helpful, I am more than happy to trust the medical establishment with this.
What would be a game changer would be rather than improved testing something that would destroy tumors in-situ in a non-invasive manner that does not involve radiation or attempts to poison the body just this side of death.
...to be contrasted with the mental health implication of living with the knowledge that you are *not* being tested and that cancer can grow undetected for years.
That, if anything, is a very good reason for anxiety.
A positive blood test is a symptom. One which you'll miss if you don't do the blood test regularly.
And looking for symptoms (other than a blood test) is a form of testing... one with much worse accuracy (both positive and negative) than the blood test, especially in the early stages.
https://www.cancer.gov/publications/dictionaries/cancer-term...
"A physical or mental problem that a person experiences that may indicate a disease or condition. Symptoms cannot be seen and do not show up on medical tests. Some examples of symptoms are headache, fatigue, nausea, and pain."
But GP seems to be saying that they hope to see better tests in the future, that are not risky or invasive, don’t have as much false positives, and are less costly to do, so that the equation would change and we could actually meaningfully improve outcomes by doing large-scale preventive testing.
You would still likely have cases where you cannot /improve/ outcome by knowing sooner that you have a disease, but as long as you are not making matters worse and improving chances for a significant subset of people, all while keeping costs the same or even decrease costs, this seems like a great evolution.
Better tests do not automatically lead to better outcomes. They will lead to many more cancers detected, and they will lead to more interventions.
Just one example (there are many more): for many tumors the risk of the operation to excise it already outweighs the risk of the tumor itself leading to damage to the body.
The factors that govern whether an intervention is necessary are determined by the rate of growth, the risk of meta-stasis, the organ(s) affected, the stage the cancer is currently in (and here early detection would at least help to get a grip on that) and so on.
But once detected treatment is going to be the norm, and that's where the problem lies: treatments are not necessarily an improvement over having a mostly dormant cancer.
If you were to autopsy all of the cadavers from any given country for a period of time you would find a correlation with age and the presence of one or more tumors in that cadaver, even if the person never had symptoms and died of a completely unrelated cause. Treating all of these would have resulted in some of those people ending up in the morgue a lot earlier and having a reduced quality of life both from a medical and a mental health perspective.
Deciding to treat - or not - is not a simple matter.
We just need to improve the decision making after getting test results (one of these decisions is to decide to not do anything), and more data make improving it easier.
My argument is not about particular individuals, but about populations as a whole and wholesale screening of those populations. The consensus is that this does not lead to improved patient outcomes across that population, though in individual cases it may very well be the result.
This is true today.
But if we could detect cancer at a really early stage, relatively reliably, maybe this means we could develop new and effective treatments that are low risk and low on side-effects ?
And if we had that, early cancer detection will also have a totally different meaning, so that could help with the mental health aspect too.
This is just the first article I ran into.
https://www.sciencealert.com/new-evidence-finds-numerous-can...
This is completely irrational argument. Catching cancers early is crucial.
Furthermore, if better information leads to unnecessary intervention the blame lands squarely on the hospitals being overzealous and greedy.
> For aggressive cancers - the ones that are really problematic - you would have to do such a test too frequently to make any real difference
Because aggressive cancers go from 0 to dead in a week? Please.
"Our tests are bad, so lets not test" is not a thought worthy of respect. This states that you know about a problem but want to continue to ignore that problem. Reprehensible.
No, we should take the exact opposite approach. Test everyone constantly until such methods become both cheap and powerful. So yeah we all have some cancer load but if the diagnostic or treatment systems can't deal with that reality then those systems need to change.
You are treating this like a software problem, but it isn't, it's a medical problem, and medical problems tend to be complex because they have a ton of confounding variables that make it hard to have a one-size-fits-all method for dealing with medical issues.
What needs to change is that people need to realize that they have a field of expertise and that the medical domain has its own experts who typically dedicate a lifetime to their profession, their general consensus is that improved tests are welcome but in and of themselves are not enough to guarantee improved patient outcomes. Yes, this is unfortunate, but it is also a simple reality, you can either accept that or not, that's up to you but if you want to make a change there than you probably should join the medical profession. Most likely by the time that you have completed the requirements you will have shifted your viewpoint away from the software domain's mindset that all bugs can be found and squashed by the next sprint. Which by the way judging by the general quality of software out there is also something that doesn't work out in practice as we believe it should in theory.
Before my software career I spent a few years working in a diagnostic medical field. Specifically osteoporosis testing. I worked both in a research capacity at Stanford looking at osteoporosis in older men (not pretending to be the PI here) and in a day to day testing clinic. So I've seen exactly what happens when you test a cross-sectional asymptomatic sample of the populous and what happens during the normal course of referred testing.
Low bone mass at the spine, hip, heel, and forearm as measured by DXA are correlated with increased risk of fracture, but it's only a correlation. Some people have resilient architecture which looks porous on an x-ray but only leads to serious fracture much later in life.
Because the current diagnostic tests are set up with levels like 'osteopenia' and 'osteoporosis' the reaction to clinical referrals was most often treatment. Some of those treatments have serious side effects like necrotizing impacts on the jaw. However the reaction to testing in a large asymptomatic population was much more likely to be an increase in preventative behavior (exercise) or no treatment except in extreme cases. While our study was exploratory and didn't have a treatment cohort (we cared about the impact of sleep quality on bone mass) we got to see a lot of older men who if they were referred to a clinic might have received treatment because that's what clinics do. Instead we had sufficient data to discuss what's normal and what isn't. For a time we were the leading experts in the world on what "normal" meant.
Because I've conducted these tests myself and seen data from hundreds of experimental and clinical patients I feel comfortable contrasting the two. The problem is the clinical medical field reacting to a lack of data with over-prescription of treatments.
FWIW I too have some experience with medical diagnostic systems (specifically: cancer testing), and one of the main reasons why I'm still skeptical about this test is that for many cancer types tested for the base rate is much lower than the false positive rate.
“We’ve never had blood tests that detect pancreatic cancer early, therefore we should never use them because when we used other means to try to detect early, it didn’t lead to better outcomes.”
If you can detect colon, kidney pancreatic or liver cancer early, you might be able to do surgery or develop treatments at the stage 1 stage. Right now we don’t have anything except MRIs and CT scans that are too hard and expensive to do frequently. And if you are diagnose with pancreatic cancer it’s usually so late that you will basically die in weeks.
You’re basically saying “give up. Even if we detect early you all die anyway” which is frankly stupid. You’re discounting the possibility that early detection by means of a blood test adds whole new layers of possibilities to fight those particularly dangerous cancers.
So no, I'm not 'basically giving up', and no you won't die anyway (well, unless you take that in the most abstract way), in particular likely not from cancer.
Even for those cancers where we do screen (such as for instance breast cancer) it is not a given that the increased frequency of detection has led to better patient outcomes.
But once you know someone's genetic disposition increased frequency of testing might be advantageous.
I'm more than willing to be convinced otherwise but with relevant data. FWIW I've been following this particular development closely because it has direct implications for a start-up that I have had a lot of contact with that is also in the early detection space and they were adamant that the combination of factors is such - and so complex - that test accuracy is trumped significantly by absence of symptoms in otherwise healthy patients.
Your input on this would be greatly appreciated.
The WHO, for example, disagree.
https://www.who.int/activities/promoting-cancer-early-diagno...
But let me stress this in case it wasn't clear to you: screening and early diagnosis are not the same thing.
If you screen a large population for cancer you will turn up a lot of cancers that may never become a problem, or that may even end up being re-absorbed without the need for intervention, as well as a large number of false positives.
Early diagnosis means that there are already symptoms.
Please don't confuse the two.
I feel like a better conclusion is that we need better tests, that detect things that when acted upon improve patient outcome. Of course, we're nowhere near that yet, but do you really think in 1000 years we will still wait for patients to be responsible for correctly noticing symptoms and going to the doctor? Of course not.
It's good that we have studies that show we should move with caution in this territory, but completely ignoring it forever seems absurd.
Correct. But that's not the issue here.
Current tests can detect benign tumors, and do. People go in for their regular tests, hear "cancer" and of course want to get treatment. But that treatment itself is not idempotent. You want to accept the negative side-effects if the alternative is an aggressive cancer that will end your life soon. But you don't want that if there is no cancer.
As in many fields, it's a matter of trade-offs and risk assessment.
Here's one article detailing some of the issues surrounding overdiagnosis of colorectal cancer:
https://www.gastrojournal.org/article/S0016-5085%2818%293482... (2018)
Take prostate cancer as an example. It's a relatively common cancer, with an incidence of .1% [0].
If you have an _incredible_ screening test with a 99% specificity (ie, 1% false positive rate), then:
If you test 100,000 people, you will correctly identify 100 people with cancer, and misdiagnose one thousand people as false positives.
There are consequences to having a false positive: unnecessary interventions, surgery "just to be safe", stress, etc.
This is why you limit testing to populations that have a higher probability of being ill (namely, show some sort of symptom).
Now imagine being tested for 100 things: the odds of coming up with a false positive for something start to approach 1!
I really hope that false positives become a regular thing. For one it shows that the tests are working according to statistics.
Second, getting comfortable with false positives means that you can more easily hold off treatment, if in your specific scenario the treatment is not beneficial - think an old test that doesn't find the cancer plus a new test that does; and the new test is shown to lead to overtreatment. We need to learn when to hold on and not to treat.
And third, if testing for 10 things will find something that you don't want to know and harm your psyche, when you test for 100 things you will have almost certainty that there is a false positive and this can give you back some of the "blissfull ignorance" I believe (while the doctor can still give you the statistically best treatment).
The enemy is not cancer, the enemy is ill-health and death. You could cure all deaths from cancer by poisoning everyone with cyanide.
We will adjust. Examples: breast, cervical, prostate cancer.
Possible scenario: regular assessments every 2 years starting at age 18. Establishes your personal baseline. When something changes, you'll know.
It's better to know than not know.
That's a wild assumption that every cancer will be acted upon in the same manner as a stage IV even in the nascent state...
Given the quality of healthcare and the desire to not be sued for malpractice, it's a fair concern.
Assuming the United States see here:
https://www.cdc.gov/cancer/dcpc/prevention/screening.htm
and if elsewhere consult your local CDC equivalent.
And maybe out of your garage as well...
Discussion is good. It's ok for people to be wrong and disagree. I'm not even saying they are wrong, but if they were- do you really need to go around telling everyone that some opinion that crossed their mind over a cup of morning coffee would be a disaster if implemented as national policy?
More like “are <practical given available tests> and useful”.
Regarding your last paragraph cancer screening seems very rare except for one or two types (at least where I live), so statistically yes an annual test will miss the worst case you presented, but for the vast majority it will be a huge improvement.
In some cases that 6 months might be very generous, in other cases you are better off to do nothing (especially if you are advanced in age and the cancer is growing slowly). It all depends.
Early detection these days consists of things like CT scans which can’t tell the difference between cancerous tumors and benign tumors. I have a friend with a mass near her liver but they didn’t detect it until quite large. She asked what she should do and their answer was “well if it was liver cancer you would be dead by now, so it must be benign.”
This is the state of detection that you think is such a utopia, that we shouldn’t bother trying to improve, because you are so confident with your answers but you literally have no idea how wrong you are.
Having an accurate blood test that can differentiate a cancerous tumor from benign is ground breaking. Early detection of cancers like pancreatic or liver cancer detection is virtually impossibly today until it’s too late is groundbreaking. It could lead to new treatments that work when the cancer is small vs when it’s too big to operate.
You’re taking studies done using very obtuse, inaccurate and costly detection like MRIs and CT-Scans and conflating them with new technologies. It’s backwards, old thinking and trying to pooh-pooh new ideas and technologies because of poor understanding on your part. It had no place here among people with vision and hope for the future.
With additional asymptomatic testing, there will be false positives. Re-test using a specific test and if still positive, a biopsy. How frequently do false positives lead to unnecessary procedures with the current asymptomatic screening?
What would the rate of unnecessary intervention be, vs the rate of lives saved through early detection?
But I understand your point. How about making it elective? That way, people who prefer to not endure the risk of false positives or the anxiety of awaiting the test results can opt out.
For any particular individual, especially those who end up dying from cancer early detection would have likely mattered. Which is exactly where the problem lies: that is a large number of people, but still (much) smaller than the number of people who will end up with positive cancer test. And policy is set by the outcome for the population as a whole, not for any particular individual.
In most places in the developed world cancer screening is already elective, but not for all types of cancer. Even so, how often are you going to do it? Once every year could easily be too slow to make a difference, and these tests aren't free so say a bi-annual test on all of the population would wreck the ability of the medical world to do much else. This is a tough problem to solve, especially because wetware tends to be finicky to work on and tiny little details will have a huge effect on outcome.
There are lot useless docs and surgeons waiting to perform unnecessary expensive procedures much like building contractors. Oh that pipe is leaking let's just replace this entire load bearing wall etc cause we have this new cool machine that can. Second opinions are over rated cause the majority don't care. There is an endless demand for their trade.
My dad lost his hearing at 35 after they performed surgery to remove a tumor they detected. They detected the same Tumor in my brother when he was in his 20s and wanted to operate with no guarantee of hearing preservation. He declined. He is going to turn 40 soon and would have most likely been deaf for 20 years if he had gone through with it. Minor issues with his balance but other than that he is fine even though tumor gets tracked every couple years and is still growing.
early detection doesn't have to mean treatment, it could just be monitoring and change of lifestyle.
Medical tests are complicated. They often have significant false positive and false negative rates. Testing people at scale increases the number of people with wrong test results and can cause harm if you start treating people based on wrong test results. The more healthy people you test the more false positives you get.
The goal of evidence based medicine is to use tests when they can help. It's not to test as many people as possible. This is reasonable. You want to improve patient's lives. Whether or not a test is improving patient's lives is often not easy to answer and has to consider many things.
(I'm using an uncomfortable and illustrative example, but a colonoscopy is honestly pretty safe and boring as invasive clinical diagnostic procedures go)
However I think this concern would be reduced if we had better first-line screening like the tests in TFA; the harms come from using a relatively-risky assay like colonoscopy for regular screening in healthy individuals, whereas if we had better noninvasive screening, the colonoscopy could be reserved for patients where there's a higher probability of a positive diagnosis.
[1]: https://jamanetwork.com/journals/jama/fullarticle/2529486
For the USA...
Something around 1.8 million people are diagnosed with cancer per year. At a 50% false negative rate, all else being equal it would detect 900k of those.
And all else being equal, at a 0.5% false positive rate, if it were used as suggested it would incorrectly diagnose cancer in around 1.6 million of the population.
So around 60% of the people it says has cancer wouldn't have cancer. I guess it depends upon what you mean by "somewhat reliable".
Not necessarily. It depends on how old you are, what your genetic make-up is, whether the cancer is growing rapidly, whether it has easy access to other organs to spread to (or has already begun to do so) and so on. It's not a binary thing.
The distinction with prevention is important, because we ultimately must aim for preventing almost all cancers, and not be content with anything less than that.
Disclaimer: I’m an Oncologist.
Oftentimes, doing these sorts of things lowers your insurance premiums or makes costs lower if something does happen (not always, but sometimes). These sorts of things are also generally free as it costs the insurance company less in the long run if you're doing them frequently enough.
Perhaps a bit of a misnomer, but "preventative care" doesn't necessarily mean medicinal prevention of any sort.
An entire generation of early detection might create new methods to treat it. We don’t know what we don’t know.
The third paragraph of the article says otherwise. Do you have some knowledge about this test not working?
Now you do imaging. Ok, nothing there? Now what? Biopsy? That’s general anesthesia now and costly (for the patient or govt). Biopsy is negative. Now what? Start chemo? Watch and wait? For how long? Do a biopsy every 6 months?
None of these tests are 100% accurate. If broadly used, a false positive of 0.1% will result in tens of thousands getting unnecessary testing.
Put the patient on a more frequent screening schedule (blood tests and imaging) to pick up any growth.
If you gave a mammogram to every 20 year old woman, you would end up doing a large number of unnecessary biopsies and you’d find almost no real cancer. In the end, you’d lose more people than you would save.
Or that’s the idea. I’m no expert in this but it makes sense to me conceptually.
If you gave a mammogram to every 20-year old, you wouldn't do a biopsy when you got a positive. You'd increase monitoring and maybe suggest lifestyle changes. The same way we don't immediately catherize everyone who comes back with high cholesterol.
The problem is that it compounds quickly.
Consider:
* For a rare condition you need a lot of tests to find them. Let's say you look for something that 1 in a million can be expected to have.
* When you find those 1 in a million, the testing needs to save them, which means a proportion of them need to otherwise be significantly affected. Let's say 1 in 10 of them die.
* When you find those 1 in 10 million that has the condition that would have died without intervention, early intervention needs to actually make a difference. Let's say 1 in 10 of those actually survive because of early detection.
Now you have to do ~100 million tests to save one life.
Suddenly 100 million:1 odds of dying as a result of a visit to do a blood test are enough to neutralise the benefit, be it infections or accidents etc.. And that includes secondary effects such as delayed diagnosis because a false negative leads a patient to delay seeking a second opinion once symptoms present.
Additionally there's the opportunity costs in terms of saving lives by spending the money elsewhere, such as e.g. awareness of symptoms and the like, or addressing entirely different issues.
Of course, if you have a more common condition, and/or a condition that is much more lethal, and/or a condition where early intervention makes a difference, this all changes.
But it's worth noting how little mass screening we do - as it turns out, it's hard to find conditions where the benefits are substantial enough to be worthwhile. In some cases, such as the use of mass screening for breast cancer, there has been calls to scale it back some places because it was unclear whether there was a net benefit.
Testing doesn't kills by itself, not in numbers worth mentioning. Treatments - sure, a whole different ball game, they're positively dangerous. But between testing and treatments there should be a specialist that crunches the numbers and comes to a decision. Which, like in the mammogram example above, is not always going to be more aggressive testing.
What testing does is give you more information, which in a remotely sane system should lead to better decision making. Of course, I can imagine insane systems where, for example, the patient decides, the insurance pays and the doctor can be sued for discouraging treatments. In this particular combo you probably want to avoid doing mammograms to 20 yo, because the chance of a false positive is 1%, the chance of a true positive is 0.01%, and you end up with perverse chains leading to healthy people doing chemo. Like I said in the original comment, I GET the phenomenon. What I don't get however is how it can get even close to conventional wisdom that you want to avoid testing, as a rule. That's a particular fix to a particularly insane incentive combo, and common sense should make everybody rail against the insane incentive combo, and not act like the niche fix is actually a goal.
I can't really explain how this came to be. Maybe people stumbled on an explanation of how extra testing _may_ be harmful, and the idea was so cool that it got stripped of context and became a meme in itself.
Mammography involves radiation and pressure. The radiation alone is a significant risk [1], and kills by causing cancer. It can also cause tumors to rupture and spread malignant cells. It's significant enough to significantly increase the hurdle where mammography is justified. It does not mean it never is - absolutely not. But it means screening programs need to be targeted.
> What I don't get however is how it can get even close to conventional wisdom that you want to avoid testing, as a rule.
It's not conventional wisdom that you want to avoid testing. That is for example what led to a lot of really aggressive campaigns for extensive breast cancer screening.
What we saw was a small improvement in outcomes on a small number of positive test results, for a level of testing that suggested it was necessary to take into account other factors.
Breast cancer screening was rolled back many places, or widening of the age bracket was halted as a result of looking at outcomes and realising that "conventional wisdom", which used to be that more testing was inherently good was flawed.
There are clear, quantifiable harms from it, ranging from actual risks of causing cancer or causing spread of cancer with mammography. These risks are low enough to be worth it for certain patient groups, but high enough to add up to problems if screening is too widespread.
People didn't start worrying about this because it was "conventional wisdom", but because the data shows people actually dying.
What I'm advocating for btw, just to make clear, is regularly showing up to a doctor who will recommend all the cost effective non-intrusive tests (like blood work) plus the intrusive testing depending in your particular risk profile. This doesn't seem like a controversial opinion to me - more like a common sense default.
As for conventional wisdom, look at this thread. Count the pro/contra comments if you want. Other then a tautological "some medical procedures can be dangeours if misused/overused", I still don't get how people can be against testing, in general.
It points out exactly why broad, indiscriminate screening can not be assumed to be safe, and that "optimizing the process" means moving away from thinking that more screening is automatically better, and towards identifying which groups where the benefits outweigh the dangers.
But the main reason for posting that link was to point out that the idea that testing does not kill is false for some types of testing, and as such you need to understand the risk vs. reward, or you may end up doing harm.
> What I'm advocating for btw, just to make clear, is regularly showing up to a doctor who will recommend all the cost effective non-intrusive tests (like blood work) plus the intrusive testing depending in your particular risk profile. This doesn't seem like a controversial opinion to me - more like a common sense default.
I haven't seen anyone here arguing against that. That's not what's been discussed by those of us here pointing out the dangers of mass-screening.
A great example is prostate cancer. It often gets detected now, people are informed they have cancer, but most often the correct answer is "watchful waiting", i.e. no treatment, probably forever. But people now know they have cancer, and are frightened, because cancer, and thus press for treatment. But this comes with a 10-90%(!) chance of incontinence and 50-90% chance of erectile dysfunction - for a cancer that most probably wouldn't have caused them bigger problems for their whole life.
Maybe one day we'll have cybernetic implants that can constantly monitor our health. Hopefully it won't turn into a privacy nightmare.
We can and plenty of people do, usually with tools like health journals and smart watches recording biometrics.
Now, I live in DK, and my visit to the GP would always go with my hard attempts to convince my GP that something is really wrong and I am not a crazy lunatic who is simply looking for attention. Although, I have never directly asked for a checkup(while being healthy) to look for disease vectors. I’ll ask and see what they say.
I’d prefer if this is outside of the general healthcare system though. I don’t want to occupy Doctors, and medical labs from people who are actually sick _now_ and need those tests, and attention.
The marginal return of each dollars spent on screening goes down quickly. At a population level you can’t justify it, but at a personal level you can.
Still, seeing what is and what isn't covered by public health insurance just seems so stupid. The focus on cure instead of prevention, and that not even particularly good. It's sad to see how much money goes to waste for useless treatments with something like homeopathy while people who really need proper treatment are stuck with the cheapest option that is paid for.
[1] https://www.bundesgesundheitsministerium.de/checkup.html (German)
Healthcare in this country scares me.
I'm not sure if I can even pay someone to make extensive tests here. Never tried. Perhaps one needs to go to the US for that.
Tried to do the cholesterol one, but couldn't get the blood into the tube shrug
Say you want a blood test, and what for. I they don't cooperate, move to the next doctor.
That’s terrible.
Due to COVID, I provided videos to her assistant, which the physician reviewed. Physician claimed she needed better pictures ( obviously I had sent the best material ).
The response to that was : the doctor needs to see the patch herself.
Then when I arrived at the appointment she basically treated me like shit. I have filed a complaint with her practice.
This is NL.
For instance:
Breast cancer:
https://www.bevolkingsonderzoeknederland.nl/borstkanker/
Cervical cancer:
https://www.bevolkingsonderzoeknederland.nl/baarmoederhalska...
Colon cancer:
https://nutritionfacts.org/video/how-doctors-responded-to-be...
I suspect doctors in the Netherlands are taught not to over-diagnose. Are they paid through national insurance?
Ideally something like a wearable computer or nanomachines in your blood stream automatically report anomalies for individualized treatment.
I suspect at least some cancers multiply slower than that, because they work against the rest of the cells.
I would also bet on the time-frame between this and the availability of your data on the servers of your health insurance.
To our knowledge
https://www.discovermagazine.com/health/the-cancers-that-are...
Maybe talk to your friends about it and get them to be healthier?
https://ourworldindata.org/causes-of-death#the-number-of-dea...
Picture a population of a million people, all receiving the test. 1% of them have cancer (unknown to them) - half of those people get a negative screening result and half get a positive one (51% successful identification), and 0.5% of the full population get a negative screening result. Those numbers are roughly equal.
That doesn't make it useless by any means, but it's not nearly as 'specific' as it sounds on paper.
For example, the Prostate Specific Antigen (PSA) test is famous for a high false positive rate, inviting many men to worry needlessly or get unwarranted biopsies. The current state of any test and its history are important to know for both patient and doctor, so both can have an informed dialog about the options after a positive result.
Also, each of these 50 tests are going to evolve over time, as will the accuracy of error rates for patient subpopulations. Race, age, ethnicity, co-morbidities and co-maladies will each shift the accuracy and precision of each test in ways that will make them much more useful if everyone stays well informed about all their merits and demerits.
There's also an interesting question, taking your roughly 1:1 true to false positive ratio as an example, of whether the marginal true positive does more good for the world than the marginal false positive.
Side-stepping those questions though, they probably won't give this test to literally every person in the population. How much does the picture improve when you give this only to people over 50? Or only smokers? You could still massively increase effective screening for cancer with a cheap and easy test if you combine it with enough population filtering to increase the true positive/false positive ratio to something like 70-90% rather than the 50%
But yes, the higher you drive the prior, the less the false-positives cost. That's a fairly normal situation - it's why they have to evaluate the cost-value of further-investigation against so many different population groups to determine the actual optimal usage.
And yes, the question I was trying to prompt really is "what information would we need to have in order to know when this test is a net positive, from the patient's perspective" (and separately, "from the insurance company's perspective", since that's likely to have a very different answer).
A couple thoughts -
1) If this is the only/main objection, then the test is good news for those that are analytically capable, even if it's potentially bad for Joe Median.
2) While what you describe is how it probably happens in general in the USA, but I wonder if it plays out differently in, say, the UK / Canada under NHS/Medicare. In those systems you don't get to pick your treatments; your doctor will only prescribe a follow-up if it meets ROI standards. (Then the health system picks up the bill). Of course you can go private but there's a pretty big barrier there, and perhaps having your GP push back more strongly (as they would if you were not actually at high risk) that might prevent many people from inferring too much from a potentially-false positive result.
From https://www.ama-assn.org/sites/ama-assn.org/files/corp/media...
"Screening mammography reduces mortality from breast cancer, including in women younger than age 50 years. However, screening mammography carries harms such as false positive results that can lead to additional imaging and invasive biopsy procedures, and overdiagnosis that could lead to treatment in patients who may not benefit from it. The USPSTF considered the balance of benefits and harms using a commissioned targeted systematic evidence review of randomized clinical trials and a decision analysis that compared the expected health outcomes of starting and ending mammography at different ages and using annual and biennial screening strategies; it concluded (in part) that routine screening should begin at age 50 years and continue biennially until age 74 years."
Nah, there's plenty of other things you'd try before the biopsy.
It’s still getting caught
https://www.annalsofoncology.org/article/S0923-7534(21)02046...
I’ve only skimmed it, but seen quite a few limitations, notably those with “non-malignant conditions at enrolment” (it would be nice to know more what that means), previous cancer or recent corticosteroids use were excluded. Additionally, it’s a case controlled trial which don’t always translate to screening tools (as mentioned in their own discussion).
The problem with screening is that you are doing something on healthy patients, so particularly for rare cancers even a small risk of a false positive is significant. In this case it’s 99.5%. So if you test 1,000,000 people, 5000 (*correction from 500) people will come up positive. This is great for common diseases, but if it’s rare and only 1 in a million has it then you have got 5000 false positive for every 1 positive.
I think this will likely be a useful test (if it translates well to a wider screening population), but it’s not as good as it first seems.
My guess is they're referring to the neoplasm behavior codes defined by the WHO in the International Classification of Diseases for Oncology (see article's references for info). Which means "malignant" is a neoplasm which has begun spreading beyond the tissue it appeared in. Non-malignant neoplasms are either benign (not likely to ever spread), borderline (could go either way), or in situ (still in the original tissue, but it will spread).
North American cancer registries typically don't even bother collecting records of benign or borderline tumors. The only exceptions are brain tumors, which can be deadly without metastasizing. Registries also don't collect cervical cancer in situ records because there are so many and a lot of physicians never bothered reporting them. And finally, oncologists and epidemiologists classify urinary bladder cancer in situ as malignant because it's really hard for physicians to differentiate. Better safe than sorry, in case.
5000 people
(The article states 0.5% false positive rate and about 50% true positive rate, but I would need to know the the prevalence of cancer in the population to compute what I am asking for).
A quick Google search suggests the prevalence of pancreatic cancer in the population is 13 per 100,000.
So if you gave this test with a 0.005 false positive rate and 0.5 true positive rate to 100,000 people it would miss diagnose 500 people and only correctly detect 7 cancers.
So given you had a positive test result there would be a 1-(7/500)=98.6% chance you did _not_ have pancreatic cancer.
Doesn't seem very useful in that light...
The article says:
"The test, which is also being piloted by NHS England in the autumn, is aimed at people at higher risk of the disease including patients aged 50 or older"
I believe the name for what you describe is "positive predictive value" or PPV - defined in the paper as the "proportion of true positives among those with a positive test result". According to the paper, their PPV for cancer detection is 44.4% (28.6%-79.9%, presumably the 95% CI).
As a point of comparison, one source I found reports a much lower PPV for the mammogram - single digits on initial screening, rising to 28% post biopsy: https://www.bcsc-research.org/statistics/screening-performan...
The paper notes that PPV can be a more useful metric than sensitivity. Their multi-cancer approach includes some hard to detect cancers that decrease the overall sensitivity, but increase PPV.
Edit: the paper also states: "The extrapolated PPV reported here based on SEER cancer incidence and clinical stage distribution was 44.4% in the screening-eligible 50-79-year age group, which is higher than that of currently recommended screening tests, as PPV is driven by specificity and population incidence."
They also add the caveat that "studies in intended-use populations that will provide more accurate PPV estimates are ongoing".
So if we test a random person, there is a 1% * 50% = 0.5% chance that person is tested positive for cancer because they have cancer.
And a 0.99% * 0.5% = 0.5% chance that a person is tested false positive.
This means if the test shows positive for somebody, it’s about 50-50 that they actually have cancer - correct?
Thats why it may be a good idea to test higher risk populations or people with health issues.
It could make the ratio of absolute true positives to false positives 10x better
Doesn't this seem kind of low? Just a bit better than a coin flip. Of course, it rises to 65% and 87% for certain circumstances and the false positive rate is low, but it seems like a lot of cancers could fail to be detected and give a false assurance patients are cancer free. When symptoms emerge later they may be less concerned with getting it checked out. Is this in line with standard performance of tests?
To put it in perspective, imagine 10 people have cancer in a population of 1000 (a rate of 10% which is too high compared to what I think the real number should be). The test would fail to identify 5 of the people with cancer, and it would say that 5 of the people without cancer have cancer. So overall it would misidentify 10 people. The coin flip would misidentify 500 people.
Amusingly in this example if you have a "test" that just says nobody has cancer it would also misidentify only 10 people :) I think this is why they are reporting true positive rate and false positive rate.
Thank you very much for this explanation.
Is it worth taking blood samples now, keeping them in a freezer, and then waiting for the test tech to come so I can get it tested to see disease progression of whatever disease I get when I get older?
It's not so much that "new" tests are incoming, it's that last time I checked, a really large, thorough lab had a menu of over 900 different blood tests they could run. Just for grins, I did Select All and it would be several thousand dollars to run them all (plus who knows how many gallons of blood draws over time). To me the point is if, in the future, you have a new reason (symptom or indicator) to look at one specific test, if your immediate test shows positive you could go back and run that specific test on earlier samples to establish a baseline or perhaps even a progression rate (assuming it is a chronic condition which develops gradually over time).
There is another company in India, Tzar Labs, that has been working on a similar test and is almost ready to launch as well.
https://epaper.livemint.com/Home/ShareArticle?OrgId=75ef980c...
I'm failing to understand how that's any different from other blood tests: they signal a problem, then more has to be established to validate the signal. Nobody is saying "this test proves someone has cancer" and I'm pretty sure doctors already have to discuss how tests can be inaccurate with patients. I believe it's the case that symptoms of cancer (just like other illnesses) may be ignored exactly because there aren't any other signals to indicate cancer. Plus zebras and horses and all of that too. Perhaps someone does have symptoms but nobody connects the dots, and these tests might connect those dots. Is there some reason that this argument is invalid in medical science?
Does anyone know if the study was performed with a population that matches this description? Curious if the rates are in a general population or this higher risk group.
I get that cost is a big issue, but it seems like the test is missing a lot and you might get more bang for the buck with a periodic MRI from the perspective of the number of potential issues it can find. Either way can result in false results.
So, the question of "what next" after a positive result on one of these tests is still... open. The Grail test provides indication of likely tissue of origin, so a likely first step may be a targeted study (e.g. colonoscopy if it said a colonic source, MRI if it said pancreatic). There may be role for PET/CT as well to further stage and assess for metastases, perhaps after finding a lesion.
What to do if your blood test is positive but the workup is negative? Lots of discussion but nobody is quite sure.
As for a periodic full body MRI, I will say that currently uh, most of those are garbage. Unfortunately, for a full body MRI to be practical (that is, to not take hours and hours), you have to run very few sequences. (For example, a dedicated MRI of say, your brain or your liver alone could take about hour, each.) As a result, you greatly reduce your sensitivity for most pathologies, which kind of is counter to the point of the MRI to begin with.
I think though that this test has massive value in earlier detection, cost, and remote lab work.
And indeed, model form was so unimportant that it was relegated to the supplement. [2]
Yet again evidence that access to data and domain knowledge trump fancy ML algos 10/10 times.
[1] https://www.sciencedirect.com/science/article/pii/S092375342...
[2] > Custom software was built to classify samples using source models that recognized methylation patterns per region as similar to those derived from a particular cancer type, fol- lowed by a pair of ensemble logistic regressions: one to determine cancer/non-cancer status and the other to resolve the TOO to one of the listed sites (supplementary information)
https://www.annalsofoncology.org/article/S0923-7534(21)02046...
Some good breakdown of test performance by stage and cancer types.
While I think this is a great step forward, How can this be described as highly accurate when it missed identifying cancer in 48.5% of the people?
I don't know about "highly accurate", but certainly pretty fucking good. Because for most of those cancers for most populations, the asymptomatic detection rate is much, much lower. Like close to 0%.
There is no general population screening test for, say, pancreatic cancer or ovarian cancer etc.
https://www.theguardian.com/science/2020/mar/31/new-blood-te...
Maybe that's how you'll unlock it too, which might help with phone addiction /s
...What?
e: you mean the emotional distress caused by the process? But that's just in your head, and it's beyond irrational. Getting checked is inherently a good thing. Even if you are extremely anxious, the people who love you want you to live - this is a psychological problem that you should work through, not one with the testing
And yes, I do also greatly appreciate evidence based medicine. There are many terminal illnesses where there is no evidence that constant screening improves outcomes. My impression is that people successfully market products like this to give people a false sense of control tire through micromanagement where given the state of the art, control is lacking.
If "this sort of thing would just wreck your day to day existence and destroy your quality of life" (let your own wording sink in), you should work through that exact problem, probably rather sooner than later.
Detecting diseases before they actually destroy your life isn't bad, it's good - and so you should perceive it as good. Not because you're a rational acteur, but because it's literally, by definition, in your personal best interest. Take a step back from the panic, just purely observe, and try to see it for what it is: it prevents real suffering - your own very real suffering - and the price to pay is working through imaginary suffering.
Getting your blood checked isn't linearly related with fears of death, the exact opposite is the case. Try to see it for what it actually is, instead of intuitively letting panic-mode take over. If your intuition doesn't serve your well-being, proactively go ahead and fix your intuition - you can.
There can be no such evidence for a screening method like this, because it is brand new. We may find that even detection as early as Grail provides is still insufficient, but we don't and can't know yet. Certainly with many cancers earlier detection does lead to better outcomes. You also seem to be focusing on cases where screening has not improved outcomes while ignoring cases where it has.