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Data Ethics

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Title: Data Ethics


1
Data Ethics
  • Chapter 7

2
Are 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

3
Are 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

4
Are 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

5
First 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

6
Example 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

7
Example 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

8
First 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

9
First principles
10
Institutional 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

11
Institutional 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

12
Informed 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

13
Informed consent
  • Sample surveys do not involve physical risks for
    respondents
  • What kinds of risks might be involved with a
    sample survey?

14
Example 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?

15
Example 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?

16
Example 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

17
Informed 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

18
Example 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 ??

19
Confidentiality
  • 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

20
Confidentiality
  • 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

21
Confidentiality
  • 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

22
Confidentiality
  • 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.

23
Clinical 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

24
Clinical 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

25
Clinical 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.

26
Clinical 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

27
Clinical 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?

28
Clinical 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

29
Example 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

30
Example 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?

31
Example 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

32
Example 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?

33
Behavioral and social science experiments
34
Example 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)

35
Example 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

36
Example 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?

37
Example 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 !!

38
Summary
  • 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

39
Summary
  • 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
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