Title: Data Ethics
1Data Ethics
2Are sham surgeries ethical?
- Weve just learned that randomized, double-blind,
placebo-controlled experiments are the gold
standard for evaluating new interventions - And, we heard last time that the FDA is required
to use this method to demonstrate that new drugs
are safe and effective - What about surgeries?
- It turns out that only 7 of studies on surgeries
use a randomized, comparative method
- Weve just learned that randomized, double-blind,
placebo-controlled experiments are the gold
standard for evaluating new interventions - And, we heard last time that the FDA is required
to use this method to demonstrate that new drugs
are safe and effective - What about surgeries?
- It turns out that only 7 of studies on surgeries
use a randomized, comparative method
3Are sham surgeries ethical?
- Given this, how do we know surgeries are
effective? - The placebo effect works just as well with a
surgery - Heres an example there is a new and promising
treatment for Parkinsons Disease that involves
implanting new cells in peoples brains - A randomized, placebo-controlled experiment would
require a lot of people to have major head
surgery in order to receive the placebo (a
solution with no new cells) - This surgery carries major risks of many kinds
4Are sham surgeries ethical?
- Is this ethical? Can we subject people to the
significant risks associated with brain surgery
just so they can serve as the placebo-control for
an experiment? - Thoughtful people disagree on this, but most
agree on some basic principles to guide ethical
decisions like this
5First principles
- The principles of ethics that we will discuss
concern potentially grey areas where no one
answer is clearly and absolutely right - This is not the case for
- Clearcut lies and deception of the sort employed
by some telemarketers who pose as legitimate
survey takers in order to elicit information - Cases in which investigators fabricate fake data
- These are clear cut and obviously wrong
- Heres an example that illustrates the kind of
question that our ethical principles are designed
to help answer
6Example 1 Missing details
- Many scientific journals put strict limits on the
length of papers they will publish - This strongly motivates authors to be brief, and
this provides an opportunity to conveniently omit
information that may not strongly support the
conclusion of the paper - After reviewing more than 4,000 medical papers
for statistical validity over a ten year period,
a statistical consultant for the New England
Journal of Medicine had this to say
7Example 1 Missing details
- When it came to the statistical review, it was
often clear that critical information was
lacking, and the gaps nearly always had the
practical effect of making the authors
conclusions look stronger than they should have. - This is the analysis of an expert statistician
who was hired to review medical papers over a
long period of time - Clearly we need to think about what happening
8First principles
- The most complex ethical issues arise when people
are involved in the study - Experiments, especially medical studies, that
impose a treatment on people involve the biggest
ethical challenges - Experiments can potentially harm the subjects
- Surveys and observational studies still involve
significant ethical issues, but they are
generally less problematic - The law requires that studies funded by the
Federal Government obey the following ethical
principles
9First principles
10Institutional review boards
- The purpose of and institutional review board
(IRB) is - to protect the rights and welfare of human
subjects (including patients) recruited to
participate in research activities - The IRB is not responsible for deciding if the
proposed study is well-designed or will produce
valuable new information - The primary mandate of an IRB is to protect human
subjects involved with research
11Institutional review boards
- The activities of an IRB include
- Reviewing planned research protocols can call
for changes - Reviews the consent form to be sure that subjects
are informed of the nature of the study and
possible risks - Annual check-up for ongoing research projects
12Informed consent
- What is informed consent?
- Must be informed
- A description of the study and its purpose
- The potential benefits that might arise
- All of the possible risks and harm that the
subject may be exposed to - The potential costs in time, effort and money
- Signifies consent of the subject to participate
in the research - Subjects must agree (consent) to participate,
usually in writing
13Informed consent
- Sample surveys do not involve physical risks for
respondents - What kinds of risks might be involved with a
sample survey?
14Example 2 Who can consent?
- What kinds of subjects might not be able to give
informed consent? - To provide informed consent, subjects must be
able to - Absorb and process information at a level that
enables decision making about participating in an
experiment - make decisions freely without being coerced or
manipulated - It used to be common practice to test vaccine on
prisoners who were paid with good behavior
credits - How is this not okay?
- Can a prisoner really say no?
15Example 2 Who can consent?
- Prisoners and other institutionalized people are
one category of people who cannot give informed
consent - Children are another because children are too
young to fully grasp the implications of being an
experimental subject, they cannot give fully
informed consent - Parents are usually asked to give consent for
children - If parents do not return consent forms sent home
by a school that wants to enroll children in a
small sample survey, can the school go ahead
because the parents have not said no?
16Example 2 Who can consent?
- What about research on people with mental
disorders, deep depression for example? - Is it ever possible to get informed consent in a
situation like this - How can we study treatments for mental illness
??? - Imagine there is a new treatment for
unconsciousness that can possible save someone
who has just suffered a sever head injury from
slipping into long-lasting coma - Can we enroll unconscious people into an
experiment to study this treatment - What is the alternative?
- These are questions with no clear answers
17Informed consent
- There are many difficulties and controversies
surrounding informed consent - Some researchers view it as a barrier to
recruiting subjects, which it can be - As a result, consent documents sometimes fail to
point out all the risks, or exaggerate the
possible benefits, or neglect to point out that
better proven therapies already exit - Creating a truly informative consent document
sometimes makes it very long, tedious and scary,
and this scares off potential subjects
18Example HIV transmission study
- Study of the effect of recent infection on HIV
transmission - Existing sero-surveillance study regularly tests
everyone in a big population for HIV - Special tests identify recently infected people
and not recently infected people - Recently infected people asked to identify their
sexual partners so that their serostatus can be
assessed and monitored - What does informed consent ask, and from whom
the primary subject or the possibly nominated
partner ??
19Confidentiality
- The first step to conducting research with human
subjects is to have your institutions IRB review
and approve your protocol - Next, the subjects have to provide informed
consent to participate in the research - With those two requirements met, the research can
begin and the data can be collected - So thats it, our ethical obligations have been
met! - Not quite
20Confidentiality
- Now it becomes important to protect the
information that has been collected - The principles here are
- Privacy,
- Information that the subject would not consider
public must be protected - Confidentiality
- Is the researchers commitment to ensure that the
private information describing research subjects
is not revealed, does not become public - What can be reported publicly are aggregated
summaries of individual data or other statistical
descriptions of the individual data
21Confidentiality
- This is not the same as anonymity
- Anonymity means that the identities of the
subjects are completely unknown to everyone
involved in the study, and this is rarely true or
desirable - Prevents re-contacting subjects to improve
nonresponse or to follow-up - Prevents communication of study results to
subjects - Etc.
- Breaches of confidentiality are serious data
ethics problems
22Confidentiality
- One way to ensure confidentiality is to store
personal identifiers separately from the rest of
the data and only link the two when absolutely
necessary - Unfortunately in the era of computerized
databases and networks, this is not always enough - By linking and searching multiple anonymized
databases, a clever data miner could possibly
identify and piece together a detailed picture of
individuals - This is a concern with all the databases
maintained by the government and other private
agencies - Banks, health care organizations, marketing firms
etc.
23Clinical trials
- Clinical trials are experiments on people that
study the effectiveness of new medical treatments - Medical treatments can harm as well as help
people, so the study of new unproven medical
treatments on people highlights the ethical
issues involved with experiments on people - Building on experience prosecuting Nazi war
criminals during the Nuremburg trials, the 1964
Helsinki Report of the World Medical Association
enumerates the key ethical principles - Link to Helsinki Report
24Clinical trials
- During World War II the Nazis experimented on
prisoners, often in very cruel ways that resulted
in the death of the subjects - Obviously, this highlights the need to protect
subjects - It also reveals a common justification for
experiments that harm subjects it is surely okay
to harm a small number of individual people in
the larger interests of society as a whole? - Based on these experiences, here are the basic
guidelines to frame a discussion of the ethics of
experimenting on people
25Clinical trials
- Randomized comparative experiments are the only
way to see the true effects of new treatments.
Without them risky treatments that are no better
than placebos could become common. - Clinical trials produce great benefits, but these
benefits go to future patients. The trials also
pose risks, and these are borne by the subjects
of the trial. We must balance the risk to the
present subjects with the benefits to future
patients. - Both medical ethics and international human
rights standards indicate the interests of the
subject must always prevail over the interests of
science or society.
26Clinical trials
- We talked last time about the Tuskegee study
which is a good contemporary example of what
happens when people ignore these principles and
act in the interest of people other than the
subjects - Because the interests of the subject must
prevail, new medical treatments can be tested on
people only when there is reason to think that
they will help subjects in the trial - Future benefits arent enough
27Clinical trials
- But what about a new treatment that has been
shown to be completely safe and highly effective
in animal studies? - Can we justify not giving it to the half of the
subjects who will get the placebo in a clinical
trial?
28Clinical trials
- Here is what one prominent medical researcher had
to say about that - Theres a delicate balance between when to do
or not do a randomized trial. On the one hand,
there must be sufficient belief in the agents
potential to justify exposing half the subjects
to it. On the other hand, there must be
sufficient doubt about its efficacy to justify
withholding it from the other half of the
subjects who might be assigned to placebos
29Example 5 Placebo controls?
- We can argue two ways about the following
question - Is it ethical to give a placebo to a control
group if an effective drug already exists? - The YES side
- A placebo allows us to measure the true baseline
effectiveness of the drug - Clinical trials are all different and its
important to be sure that any new drug is better
than a placebo, not just better than an existing
drug that might have been tested against a
placebo in a previous trial - Placebo controls are ethical except in
life-threatening situations
30Example 5 Placebo controls?
- The NO side
- It isnt ethical to deliberately give patients an
inferior treatment (when is a treatment truly
inferior?) - If there is an effective drug already that has
already been tested against a placebo, then the
question is whether the new drug is better, not
whether it beats a placebo - Testing against the existing drug whose
effectiveness already includes the placebo effect
should be enough - What if the new drug has fewer side effects for
many patients but doesnt do as well as the
existing drug in a trial that just compares the
two drugs, without a placebo?
31Example 6 Sham surgery
- This is a very tricky question. Placebos work,
so why not use them to test surgeries? This
would involve giving some subjects fake
surgeries as placebos - The YES side
- The effectiveness of most surgeries has not been
tested in comparative experiments, and certainly
some are just placebos - Proper placebo-controlled experiments would
identify these and prevent thousands of
unnecessary surgeries every year - The placebo surgeries can be made quite safe
32Example 6 Sham surgery
- The NO side
- Unlike placebo drugs, placebo surgeries involve
substantial possible risk to the subject - Medical ethics require that the the interests of
the subject must always prevail clearly a
placebo surgery is not in the interests of the
subject! - Even great future benefit does not balance the
risks to the subject if the subject receives no
benefit at all - Sham surgeries would never be used as a regular
treatment because of their risks, so why should
they be used as part of a clinical trial?
33Behavioral and social science experiments
34Example 7 Keep out of my space
- We all have a personal zone around us that we
prefer other people do not invade! - Psychologists want to study this, heres their
rather annoying experiment - Set up in a public mens restroom
- Block off several urinals in the middle of the
row of urinals subjects are forced to use a
urinal next to an experimenter (the treatment
group) or at the other end all by itself (the
control group)
35Example 7 Keep out of my space
- Another experimenter uses a periscope from a
toilet stall to observe, the response variables
are - How long it takes before a subject begins
urinating - How long the subject keeps at it
- This highlights some of the issues involved in
considering the ethics of behavioral experiments
36Example 7 Keep out of my space
- No one is physically harmed in this experiment
- In the absence of the possibility of physical
harm, should we consider protecting subjects
from - Emotional distress
- Undignified situations
- Invasion of privacy
-
- What about informed consent?
- The men in this experiment dont even know they
are participating in an experiment, but would
this experiment work if they did?
37Example 7 Keep out of my space
- Many behavioral experiments would not work if the
subject knew they were participating in an
experiment - The Ethical principles of the American
Psychological Association require consent unless
the study merely observes behavior in a natural
setting - Deception is only allowed if it is necessary to
the study, doesnt hide information that might
affect a subjects willingness to participate,
and is explained in full to the subjects as soon
as possible - The real personal space experiment from the 1970s
does not meet these ethical standards !!
38Summary
- Ordinary honesty should prevent people from
making up data or claiming to be conducting a
survey when they are really selling something - Data ethics go beyond simply being honest,
because even honest people behaving honestly can
do unethical things - ALL studies involving human subjects must be
reviewed in advance by an institutional review
board (IRB) - ALL subjects must give their informed consent
before participating - ALL information about individual subjects must be
kept confidential
39Summary
- These are a good start, but many ethical
questions remain - One of the big questions often faced is how to
balance the welfare of the subject with the
possible future benefits of the treatment - A guiding principle that is widely supported is
the interests of the subject must always prevail
over the interests of science or society