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“How to do a Good Experiment” Marc S. Mendonca, Ph.D.

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Page 1: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

“How to do a Good Experiment”

Marc S. Mendonca, Ph.D.

Page 2: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Since before the time of the Ancient Greeks, thousands of years ago, people have tried to find out more about the world around them, wondering how

and why things work.

Scientists come up with many great ideas to show how things work, but for an idea to become accepted, it has to be tested.

The tool scientists use to test their theories is called the scientific method. Whether you are studying stars, caterpillars or medicines, this method

remains the same.

If you have an idea, or a question, you have to be able to prove it and give evidence so that other scientists can check and test your results.

Full reference:Martyn Shuttleworth (Mar 19, 2008). How to Conduct Science Experiments. Retrieved from Explorable.com: https://explorable.com/conduct-science-experiments

Page 3: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

1) Pick a Scientific Topic

Experiments whose results cause

sweeping scientific paradigm

shifts are very, very rare.

(Sorry)

The vast majority of experiments

answer small (focused), specific

questions.

Science is built upon the

accumulation of data from

countless experiments.

Pick a topic or an unanswered

question with a small, testable

scope.

Page 4: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Science moves really fast!

Serious scientific research requires you do

extensive background reading (before you plan

your experiments). Deep Dive Into the Literature

Have past experiments (i.e. the published literature)

answered the question you want to study? If yes,

then what questions have been left unanswered in

your area of research interest?

What is your overarching Hypothesis?

(The BIG IDEA)

Narrow your research focus to one testable problem

at a time!

Page 5: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Deep Dive Into the Literature

• Actively read a book(s) that surveys the entire field that can act as a

jumping-off point

• Talk to people (e.g. your advisor, postdocs) who are well-versed in the

field and get their suggestions for what to look at

• Use technology… Find all-around resources like Wikipedia and use

those as jumping-off points

• For academic reading, focus on reading review articles which

summarize findings

GO TO SEMINARS!!!!!

How to begin?

Page 6: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Deep Dive Into the Literature

You should be reading ……….

Page 7: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Deep Dive Into the Literature

You should be reading on a regular basis!

Page 8: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Deep Dive Into the Literature

You should be reading on a regular basis!

Carefully read one paper every day!!

Page 9: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Deep Dive Into the Literature

Read the primary literature in your area of interest

Start with papers that have high impact/citation numbers

Read “deeply” i.e. the older literature!!

Find the “original” papers in your area of interest.

(these are frequently not the highly cited papers)

Read technique papers!!!!

Page 10: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

2) Make a hypothesis

Your hypothesis should be a

quantitative declarative sentence and a

prediction of the experimental results.

Informed by the results of literature

research and perhaps some

preliminary data you or your lab have

gathered

Remember you are testing your

hypothesis: (it could be wrong, either

way you learn from good experiments)

Page 11: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

2) Isolate your variable(s)

Good scientific experiments test specific, measurable

parameters called variables.

In general, when you perform an experiment for a range

of values for the variable you are testing

(dose response)

When doing experiments try to adjust only the specific

variable(s) you are testing for

Page 12: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

3) Plan you data collection

Know what data you want to

collect and when!

If you do not know the time scale

cover short and

long ranges of time.

Design a table to write down data,

time points, etc.

(Note when things went well and

when “the wheels came off” and

things did not go so well)

Page 13: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

4) Be Methodical!!

Carefully plan what reagents you are

going to use and how you will use

them!

Make sure reagents are vetted, fresh,

and at proper temperature and pH.

Keep your experiments to a

schedule!

(do not assume 15 minutes or 30

minutes or 1 day will not matter)

Page 14: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

5) Record your data and procedures

Record “all” your data and procedures

immediately into your lab book.

(outliers too)

Repeat experiments, three to five

times. Quantitate your endpoints,

calculate means ± s.d. . Use

appropriate statistical methods to test

for significance.

If appropriate, plot your data (look for

visual trends)

Plot trend lines, best fit curves, etc.

Page 15: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

6) Analyze data from each experiment,

organize and state your results,

develop your conclusions.

Was your hypothesis correct?

Were there observable trends in the data?

Were there any unexpected data or trends?

Do you have unanswered questions that can

be the basis of future experiments?

Write up your results into a meeting abstract

and build a poster or talk at a meeting.

Write up a draft of your paper.

Page 16: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Radiation Research

Volume 186, Number 5, November 2016 ISSN 0033–7587

In this issue: Review by Mary Sproull and Kevin Camphausen, “State-of-the-Art Advances in Radiation Biodosimetry for Mass Casualty Events Involving Radiation Exposure”

On the cover:Tilton et al., “Identification of Differential Gene Expression Patterns after Acute Exposure to High and Low Doses of Low-LET Ionizing Radiation in a Reconstituted Human Skin Tissue”

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Submit and publish your best stuff in:

Radiation Research

Page 17: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

So…. Why is only 20% of the published

biomedical literature reproducible?

Page 18: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when
Page 19: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Good Science for “Dummies”

Page 20: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

YOU MUST TAKE CONTROL OF YOUR EXPERIMENTS!!

Page 21: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

A control is a set of base values against which you use to

compare your experimental results/data from your experiment.

Without these you have no idea whether your results are

higher, lower, or “not statistically different”.

YOU MUST TAKE CONTROL OF YOUR EXPERIMENTS!!

Page 22: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

CONTROLS, CONTROLS, CONTROLS…..

A control is a set of base values against which you use to

compare your experimental results/data from your experiment.

Without these you have no idea whether your results are

higher, lower, or “not statistically different”.

YOU MUST TAKE CONTROL OF YOUR EXPERIMENTS!!

Page 23: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Because CONTROLS ARE SO………

Page 24: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Because CONTROLS ARE SO………

BORING!!!!!

Page 25: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

To cut or not to cut………

Page 26: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

To cut or not to cut………

Page 27: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Page 28: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Page 29: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Page 30: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Page 31: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Page 32: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Page 33: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Quiet, the tumor cells are sleeping…

Quiescent Cells

=

Stem Cells

Page 34: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

CONTROLS = SCIENTIFIC RIGOR

Page 35: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

CONTROLS = SCIENTIFIC RIGOR

VET YOUR REAGENTS

VET YOUR REAGENTS

VET YOUR REAGENTS

VET YOUR REAGENTS

Page 36: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

CONTROLS = SCIENTIFIC RIGOR

ARE YOUR CELLS WHAT YOU

THINK THEY ARE?

ARE YOUR VECTORS, PROBES, & ANTIBODIES

WHAT YOU THINK THEY ARE?

VET YOUR REAGENTS

Page 37: “How to do a Good Experiment” · 2018-04-01 · 2) Isolate your variable(s) Good scientific experiments test specific, measurable parameters called variables. In general, when

Deep Dive Into the Literature

Write a NIH Type Specific Aims Page on Your Research Idea