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Tips for retrospective studies in clinical medicine
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Calvin S.H. Ng MD FRCS FCCP Professor, Thoracic Surgery The Chinese University of Hong Kong
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Tips for retrospective studies in clinical medicine
1.
Courses via e-ESO.net Your
free education is just a click away! ©2023 The European School of Oncology Tips for Retrospective Studies Calvin S.H. Ng MD FRCS FCCP Professor, Thoracic Surgery The Chinese University of Hong Kong
2.
Areas to cover •
Approvals • Project design • Real World Courses via e-ESO.net | ©2023 The European School of Oncology 2
3.
Institutional Review Board
(IRB) • Committee to approve, monitor & review biomedical and behavioural research relating to humans. • Each hospital / university maintains its own • Often minimum no. of members (5) (include scientist / non-scientist) Courses via e-ESO.net | ©2023 The European School of Oncology 3
4.
Is IRB approval
always needed? • Depends on your intent of the data • Intent : • Use to improve processes and operations internally -no • Improve clinical services to patient care locally at institute – no • Gauge performance & improve quality of care at your institution-no • Intent : • Publish data (even when aggregate de-identified) – yes • Contribute to general knowledge via poster, meeting, or publication – yes Courses via e-ESO.net | ©2023 The European School of Oncology 4
5.
Courses via e-ESO.net
| ©2023 The European School of Oncology 5
6.
Minimal Risk -
Definition • Probability and magnitude of harm or discomfort anticipated in the research are not greater than those ordinarily encountered in daily life or during the performance of routine physical or psychological examinations or tests. Courses via e-ESO.net | ©2023 The European School of Oncology 6 US Federal Code
7.
Exempt Category Courses via
e-ESO.net | ©2023 The European School of Oncology 7 • Education research (about education technique) • Surveys, interviews, educational tests, public observations (that do not involve children) • Studies of public officials • Analysis of previously-collected , anonymous data • Public benefit or service program • Consumer acceptance , taste, and food quality studies
8.
Expedited Categories Courses via
e-ESO.net | ©2023 The European School of Oncology 8
9.
Expedited Categories Courses via
e-ESO.net | ©2023 The European School of Oncology 9
10.
Getting through IRB
Tips • Robust rationale / background • Detailed plan for data analysis (statistics) • De-identified information only • Data collection sheet • Data management plan Courses via e-ESO.net | ©2023 The European School of Oncology 10 Protection of patient privacy and data
11.
Rationale / Background •
Justification for why you are asking this research question. • Comprehensive literature search • Lay it out logically, A+B+C=D • Lung resection surgery require average xx days hospital stay (data) • VATS shown to have fewer days hospital stay (data) • Uniportal VATS may cause less access trauma , but operated through small incision • Does Uniportal VATS result in fewer days in hospital ? Courses via e-ESO.net | ©2023 The European School of Oncology 11
12.
Patient Identifiers • Can
not be exempt if any will be recorded • Name MRN, Insurnce ID#, account #, IP address, vehicle or device identifiers • Any geographical data ( can localize the patient to a small area – smaller than state ) • Phone , fax , email • Biometrics (fingerprint., etc) • Identifiable images • Dates relating to an individual • Birthdate, admission date, discharge date , death date , etc Courses via e-ESO.net | ©2023 The European School of Oncology 12
13.
Deidentification • Recommend to
keep a coded system of patient numbers • Only study assign code associated with any health data • Code can not be derived from patient ( no initials, dates, etc .. ) • Easiest is just chronologic numeric assignment Courses via e-ESO.net | ©2023 The European School of Oncology 13
14.
Protocol Review Monitoring
Committee (PRMC) • National Cancer Institute (NCI) requires review all research studies in areas of diagnosis, therapy, prevention and control of cancer. • NCI guidelines require a qualified scientific review and monitoring committee with sufficient size and breadth of expertise to conduct a critical , fair review o all clinical research protocols comprising the cancer center Courses via e-ESO.net | ©2023 The European School of Oncology 14
15.
IRB versus PRMC
review • Aim of IRB: • Protect rights of human subjects who participate in research • Assess the risks and benefits of proposed research • Minimal risk • Ensure confidentiality and informed consent • Aim of PRMC • Determine scientific validity • Assure appropriate designed study • Evaluate feasibility • Establish their relative priority to the institutional mission • Monitor all protocols for accrual and progress Courses via e-ESO.net | ©2023 The European School of Oncology 15
16.
Areas to cover •
Approvals • Project design • Real World Courses via e-ESO.net | ©2023 The European School of Oncology 16
17.
Research question • Clinical
question to be answered by primary objective • Appropriate and sufficient rationale • Data endpoints support primary objective • Data points are available in retrospective nature • How recorded? → ease of collection • Common occurrence vs. rare ? • Example DVT rates Courses via e-ESO.net | ©2023 The European School of Oncology 17
18.
Secondary Objectives • The
sample size calculation is based on the primary endpoint • Common error – Avoid overloading the study with too many objectives and too much data collection • Interpretation is difficult • Secondary objectives should help to clarify the primary objective • Don’t introduce an entirely new research question • “ Secondary endpoints cannot be validly analyzed if the primary endpoint does not demonstrate clear significance “ Courses via e-ESO.net | ©2023 The European School of Oncology 18
19.
Surrogate Endpoints • Indicator
of effect that is highly correlated with the clinical outcome of interest • Rationale: easier , less expensive , sooner, etc • Must have data or strong plausibility of correlation • Examples: amount of analgesics taken for pain /pain score • WCC / CRP as infection Courses via e-ESO.net | ©2023 The European School of Oncology 19
20.
Defining Endpoints • Very
specific upfront • Plan for exact data, not interpretation of that data • Example : for development of hepatotoxicity from drug • Collect : Alk phos , t.bili, AST, ALT, +/- encephalopathy • Grade 1-4 by NCI CTCAE (version 4.0) Courses via e-ESO.net | ©2023 The European School of Oncology 20
21.
Being more specific •
Example: Determine frequency of chest infection after lung resection surgery • Define lung resection; sublobar , lobar, wedge ? Technique matters (MITS/ open)? • Define infection; fever? Elevated WCC? Clinical respiratory deterioration ? CXR show infective changes • Need pre-op WCC ? Need pre-op CXR ? ( what if not done pre-op) • What if only some of the criteria met? • Simply measure yes/ no to chest infection, or quantify degree of infection? Courses via e-ESO.net | ©2023 The European School of Oncology 21
22.
Finding target population •
Target population: • Define population clearly, • Characteristics, location , criteria • Inclusion / exclusion criteria • Have a specific reason for each exclusion • Don’t become so restrictive that it’s biased • Determine sample size ( use statistician people) • Missing data • Lower sample size → loss of power • Bias → loss of validity Courses via e-ESO.net | ©2023 The European School of Oncology 22
23.
Power Calculations • Design
to have the potential to show statistical significance of the effect size • Effect Size : a clinically meaningful difference worth detecting • Must have an estimate of the effect size and relative frequency with which it occurs • Background research Courses via e-ESO.net | ©2023 The European School of Oncology 23
24.
Sampling • Your population:
Lung cancer resection patients receiving MITS during 2015 • By diagnosis • All patients with new diagnosis lung cancer in 2015 • By time period • All patients admitted to surgical ward in 2015 with diagnosis of lung cancer • By treatment • All patients that received MITS during 2015 Courses via e-ESO.net | ©2023 The European School of Oncology 24
25.
Sampling • Unbiased sampling
method • Reverse chronologic • Random sample within define date range • Inpatient v. Outpatient • Changes the level of detail you can get and where from • Inpatient is simpler , cleaner , but less complete picture. Courses via e-ESO.net | ©2023 The European School of Oncology 25
26.
Areas to cover •
Approvals • Project design • Real World Courses via e-ESO.net | ©2023 The European School of Oncology 26
27.
Use of resources
& limitations • Personal / institutional data or databases (US institutions) • National Registries ( own country / others ), example, SEER, NCDB • Some are open access • Aware of: • limitations of their search capacity / search ability • their coding & limitations • What gets and does not get recorded, and granularity of data • Etc… Courses via e-ESO.net | ©2023 The European School of Oncology 27
28.
Use of resources
& limitations • Read papers related to your subject that used that database. • • Look at their methods section, analysis section –see what they have to be aware of. • How can use statistics to remove some of the bias • Look at their limitations discussion Courses via e-ESO.net | ©2023 The European School of Oncology 28
29.
Use of resources
& limitations • Retrospective / latent bias • SEER cannot provide specific code for GGO-dominant adenoCA or subtype of adenoCA • No data on post-op adjuvant therapy etc… Courses via e-ESO.net | ©2023 The European School of Oncology 29
30.
Limitations – at
write up • Do not shoot yourself down Limitations: • Acknowledge them • How you remedial it ( ex: by stats) • Limitation may not be very important in question you are trying to answer Courses via e-ESO.net | ©2023 The European School of Oncology 30
31.
Summary • Have others
review your project thoroughly • Be very specific regarding data points • Allow time for necessary approvals • Understand the ways patient charts can be identified • Determine the best way to pull your initial patient list • Use department resources available to you • Pick a topic you are interested in. Courses via e-ESO.net | ©2023 The European School of Oncology 31
32.
Courses via e-ESO.net
| ©2023 The European School of Oncology 32 The Chinese University of Hong Kong Prince of Wales Hospital Thank you
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