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Periodontal Research: Basics and
beyond – Part II (Ethical issues,
sampling, outcome measures and bias)
Haritha Avula
Journal of Indian Society of Periodontology - Vol 17, Issue 5, Sep-Oct 2013
571-576
presented by
DR. MD NASEEM ASHRAF
PG 1st year
content
 Introduction
 Ethical Issues In Research
 Study Setting And Eligibility (Inclusion/Exclusion) Criteria
 Sampling
 Sample Size Estimation
 Bias And Confounding
 Evaluation Of Diagnostic And Screening Tests
 Outcome Measures And Endpoints In Research
 Conclusion
 References
• An important part of the research process is not only to formulate the question
and choose the appropriate design but also decide how to assess and measure
the phenomena you are aiming to research.
- Selecting the sample size and the outcome measures prior to the onset of the
study is preferable to generate meaningful results.
-Important to adhere to certain ethical standards to protect the welfare of the
participants
INTRODUCTION
Ethical issues in research The history of clinical research involving
human subjects has witnessed several tragedies where many people were harmed
mercilessly as a result of their unwitting participation in research
 The Nuremberg code( 1947) was given a ten point statement which defined
the conditions under which acceptable human experimentation should be
carried out.
 In U.S. history, patients with syphilis were denied medical treatment, led to
the formulation of the 1979 Belmont Report.
 The Good Clinical Practice (GCP) guidelines by the US Food and Drug
Administration, 1996 regulates the proper conduct of trials in the United
States.
The United States regulation for the protection of
human subjects :
 Everyone must comply in forming an Institutional Review Board
(IRB), obtaining informed consent from research subjects.
 Implies that the patient is aware of and understands all the
implications involved in the study.
 Participant confidentiality can be facilitated by using unique
subject ID codes to identify participants, instead of their names
 Any data stored on a computer should be password-protected and
access limited to individuals involved in the data collection process.
It is mandatory that all research involving human participants
should be cleared by an appropriately constituted Institutional
Ethics Committee
 The IRB is not necessarily constituted by medical people alone
but also has nonmedical people representing the community,
ethicists, clergy or lawyers.
GCP( Good Clinical Practice)
 Based on the international guidelines issued by World Health Organization
and International Committee on Harmonization provide operative guidelines
for ethical and scientific standards for the designing of a trial protocol:
 Includes conduct, recording and reporting procedures and should be strictly
adhered to while carrying out a trial.
 Informed consent should be obtained from every patient (or legal guardian,
if necessary).
 Apart from financing the study, the sponsors must :
 demonstrate the safety of the intervention in pre-clinical studies.
 provide medical expertise,
 ensure that the trial design minimizes harms,
 participate in investigator selection,
 provide applications, notifications, and submissions to regulatory
authorities
Epidemiological and community-based
research(in India)
 Necessary to have the consent of the community.
 Done through the village leaders, the Panchayat head, the
tribal leaders etc.
Study setting and eligibility
(inclusion/exclusion) criteria
 STUDY SETTING - The population to which the results
can be applied.
 E.g., it may be limited to a rural area, an urban area or
a private practice for a fixed period of time (1 month, 6
months, 10 years etc.)
 Establishes the boundaries of the study with respect to
the sample, sampling area and the time period of the
study.
Eligibility (inclusion/exclusion)
Inclusion
 The characteristics of the subjects that are to be included.
Exclusion
 The characteristics of the subjects which are not to be
included in the study.
- E.g some studies in periodontics exclude smokers, pregnant
women, and patients with uncontrolled systemic disease etc.
SAMPLING
 Facilitates obtaining representative information about a population without
having to investigate all the members of the population.
 Sampling Frame- a list of available population members, e.g. a list of
patients, or the census data etc.
 Sample- a ‘‘Finite’’ part of a statistical population whose properties are
studied to gain information about the ‘‘WHOLE’.
2. Probability sampling
Non-purposive
In which every unit in the
population has a chance (greater
than zero) of being selected in the
sample, and this probability can be
accurately determined.
1. Non-probability sampling
Purposive/ Delibrate
-Selected by the researcher
subjectively.
- attempts to obtain the sample that
appears to be representative of the
population
1. Purposive sampling
Non-Probability
a. Convenience sampling
Type of purposive sampling where
the population elements are
selected for inclusion in the
sample based on the ease of
access.
b. Quota sampling
Population if 1st segmented in to 
mutually exclusive sub-groups
The subjects or units from each segment
are selected based on a specified
proportion, which makes the technique
one of non-probability sampling
2.Non- purposive sampling /probability
a. Simple random/chance sampling
 an equal chance of inclusion in the sample
 samples has the same probability of being
selected
 e.g sample- 50 children to assess gingival
pigmentation in 100 children
 assigned a number from 1 to 100. Then 50
random numbers are selected from the table.
b. Systematic sampling
 method where the selection process starts by picking
 some random points then every nth element is selected
until the desired number is secured
 E.g 5,10,15,20, so on.
c. Stratified sampling
 population from which a sample is to be
drawn does not constitute a homogeneous
group
 technique is applied to obtain a
representative sample
 E.g. strata of age groups; gender
(male/female) etc.
d. Cluster Random/ Area sampling
 grouping populationselecting
groups rather than individual
elements for inclusion
 E.g all the units within a cluster
are selected
e.Cluster sampling and area sampling
 Meant for larger data extending
 considerably large geographical area like an entire country.
 first stage large primary sampling units such as states, districts, towns.
 finally families within towns.
(i) one-stage cluster sampling
 All the units within a cluster are
selected
 Form the primary sampling units
(PSU’s)
(іі)Two-stage cluster sampling
 Subset of units is selected randomly
from each selected cluster
 units within the clusters are the
secondary sampling units (SSU’s).
f.Multi-stage sampling
Sample size estimation
3.a. what is the result we are expecting?
b. what is the clinically meaningful difference?
2. a. what is the level of α or β errors that we are willing to accept?
b. to what extent our result could be due to chance?
Conventionally, 5% for type 1 and 20% for type II error is accepted.
1.a.what is the result of other studies which used a similar intervention?
b. what is the range of the present level of or rate of occurrence of the event
that we are interested in?
The clinician first needs to understand certain important issues
before approaching a statistician for sample size estimation
Based on these questions, the sample size is calculated using various formulae.
The observational unit (subject vs. site)
 Smallest unit with a unique set of important characteristics
which is independent of other similar units.
 Its response cannot be affected by these other units, and which
can be assigned to each of the treatments in an experimental
study.
 In periodontal research-the choice of observational unit is
crucial - Data obtained usually have variables measured at:
 Site level (pocket depth, furcation),
 Tooth level (mobility)
 Subject level (systemic health, smoking status).
 In clinical trials, usually the subject or the mouth is selected as
an observational unit.
Examiner training and standardization/calibration
 Clinical Examiners : well-trained and calibrated in order to
achieve good reproducibility of data with minimal error and bias.
 Practice various calibration exercises to maintain the uniformity of
assessment of the clinical outcome measures e.g. various gingival
and periodontal indices, pocket depths, and clinical attachment
levels etc.
 ‘‘Examiner alignment and assessment’’ as a more descriptive term
for the process of training examiners who will participate in a
clinical trial.(Hefti and Preshaw(2012) )
 Aims to develop a mutual agreement among the examiners
regarding the understanding of various clinical parameters.
 Examiner assessment is aimed at intra- and inter-examiner
reproducibility
BIAS AND CONFOUNDING
BIAS an ‘‘opinion or feeling that favors one side in an argument or one item in a
group or series; predisposition; prejudice.(Sackett in 1979)
 Selection bias- When the study participants are not representive of the population of interest.
 Observer or measurement bias- When an examiner consistently over/under reports a variable
(a characteristic).
 Recall bias - An information bias in which the subjects with disease (cases) tend to recall past
exposures better than controls
 Attrition bias - happens when subjects quit the study before its completion
 Migration bias - occurs either when individuals drop out of study or move from one group to
another.
 Publication bais-Studies which show significant results are more likely to be published in journals
than those with insignificant or negative results.
 Allocation bias -When treatment groups in an experimental study are not comparable with respect
to the variables influencing the response of interest.
Confounding
mixing of the effect of an exposure with the effect of another variable that is
associated with the exposure and is an independent risk factor for the disease.
 example, smoking and alcohol are together confounding
factors in causing periodontitis.
 If a study is undertaken to associate between alcohol
consumption and periodontitis and if the patients smoking
status is not assessed in data analysis, it will appear as if
alcohol is a strong risk factor for periodontitis when in fact
it is not.
Contamination occurs when an intervention administered
to an intervention group of an experimental study percolates
into the control group.
 usually seen in a split mouth study or in a crossover study where the
intervention from one site filters into the control treatment.
 also be seen with respect to information which is given from one group
by word of mouth to the members in the other group.
 might dull or mask the true effect of the intervention.
 E.g , if a trial compares two brushing methods and when the
participants are allowed to converse, one of the member leaks
information about his brushing technique to a member from the other
group and this recipient of information would unknowingly master the
brushing technique of the other group.
Hawthorne effect The rationale of this is that in a research
project, individual behaviors may be altered by the study itself,
rather than the effects the study is researching.
E.g mouth wash improve oral hygeine --} lower plaque
Rosenthal effect (Experimenter effect) Research also
demonstrates that the expectations and biases of an experimenter
can be communicated to experimental subjects in unintentional
ways and that these cues may significantly affect the outcome of the
experiment.
E.g. differences in oral hygiene instructions given to patients can
affect the response of the subjects.
EVALUATION OF DIAGNOSTIC AND SCREENING TESTS
 Reliability- the extent to which an experiment, test, or any measuring procedure yields the
same result on repeated trial.
 An index is reliable when it yields the same score if a patient is examined by two different
examiners (inter-examiner reliability) or by the same examiner on two different occasions
(intra-examiner reliability).
 Validity- whether a study is able to scientifically answer the questions, it is intended to
answer.
 A study that readily allows its findings to generalize to the population at large has high
external validity.
 To eliminating confounding variables within the study itself is referred to as internal
validity.
 Internal validity the accuracy of the results
 external validity  the generalizability of the findings to the population.
 Diagnostic Test -for a given condition would ideally be
 But some tests will report a false positive result on some individuals who are free
of the condition and others may also miss some of those who actually have the
disease giving a false negative result.
 Sensitivity- probability that a subject with the disease will have a positive test
result.
 Specificity- probability that a subject who is free of the disease will have a
negative test result.
 Positive predictive value (PPV) - probability that an individual who has a
positive test result actually has the disease.
 Negative predictive value (NPV) - probability that an individual who has a negative
test result does not have the disease.
Positive for every person in
whom the condition was
present.
Negative for those in whom it
was absent.
OUTCOME MEASURES AND ENDPOINTS IN RESEARCH
Outcome measures can be divided into three broad categories
Laboratory measures include biological tests or
mechanical tests
a study which investigates the role of platelet derived
growth factor on periodontal fibroblasts.
Clinical measures include various indices used to
measure gingival or periodontal parameters.eg PD, CAL
Patient-based measures highlight patient perceptions of
the delivery , outcome of various healthcare systems
assessment of Oral Health Related Quality of Life (OHRQoL)
in a group of periodontitis patients.
Outcome measures also classified as
 Primary outcome measures -primary question that the
study is designed to answer and the trial is powered to
answer such a question.
 used in the sample size calculation.
 Secondary or Additional outcomes measures - Other
outcomes which often include unanticipated or
unintended effects of the intervention.
End points in periodontal clinical trials
periodontal endpoint any measurement that is thought to be related to the
periodontal disease process .
 is used to assess periodontal treatment efficacy.
True endpoints /clinically relevant endpoints/ terminal endpoints/ ultimate
endpoints outcomes that directly measure how a patient feels, functions or
survives.e.g pain, bleeding on brushing, and oral health related quality of life
etc.
Surrogate endpoints physiological or biochemical markers that are easier to
measure than true endpoints. Typical surrogate endpoints in periodontal
research include anatomic measures (e.g. probing depth), measures of
inflammation, microbiological measures, and immunologic measures.
Composite endpoints combine the clinical parameters with radiographic
parameters. for determining clinically meaningful effects on regenerative
procedures.To assess the cumulative beneficial effects of treatment modalities.
CONCLUSION
 The present paper introduces to the readers, various pivotal issues
in the implementation of sound and ethical research. It is prudent
to take into consideration, various issues in the design of research
studies, especially ones involving human experimentation such
that the results are more valid, ethical, and meaningful.
REFERENCES
1. Periodontal Research: Basics and beyond – Part I (Defining the research
problem, study design and levels of evidence) Haritha Avula, Ruchi Pandey,
Vijayalakshmi Bolla, Harika Rao, Jaya Kumar Avula ,Journal of Indian Society of
Periodontology - Vol 17, Issue 5, Sep-Oct; 2013 565-570
2.Burket's oral medicine, 12th edition
3.Essentials of Public Health Dentistry; by Soben Peter
4.Periodontal Research: Basics and beyond – Part III (Data presentation,
statistical testing, interpretation and writing of a report) Haritha Avula; Journal of
Indian Society of Periodontology - Vol 17, Issue 5, Sep-Oct 2013;577-582

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Periodontal Research: Basics and beyond – Part II (Ethical issues, sampling, outcome measures and bias)

  • 1. Periodontal Research: Basics and beyond – Part II (Ethical issues, sampling, outcome measures and bias) Haritha Avula Journal of Indian Society of Periodontology - Vol 17, Issue 5, Sep-Oct 2013 571-576 presented by DR. MD NASEEM ASHRAF PG 1st year
  • 2. content  Introduction  Ethical Issues In Research  Study Setting And Eligibility (Inclusion/Exclusion) Criteria  Sampling  Sample Size Estimation  Bias And Confounding  Evaluation Of Diagnostic And Screening Tests  Outcome Measures And Endpoints In Research  Conclusion  References
  • 3. • An important part of the research process is not only to formulate the question and choose the appropriate design but also decide how to assess and measure the phenomena you are aiming to research. - Selecting the sample size and the outcome measures prior to the onset of the study is preferable to generate meaningful results. -Important to adhere to certain ethical standards to protect the welfare of the participants INTRODUCTION
  • 4. Ethical issues in research The history of clinical research involving human subjects has witnessed several tragedies where many people were harmed mercilessly as a result of their unwitting participation in research  The Nuremberg code( 1947) was given a ten point statement which defined the conditions under which acceptable human experimentation should be carried out.  In U.S. history, patients with syphilis were denied medical treatment, led to the formulation of the 1979 Belmont Report.  The Good Clinical Practice (GCP) guidelines by the US Food and Drug Administration, 1996 regulates the proper conduct of trials in the United States.
  • 5. The United States regulation for the protection of human subjects :  Everyone must comply in forming an Institutional Review Board (IRB), obtaining informed consent from research subjects.  Implies that the patient is aware of and understands all the implications involved in the study.  Participant confidentiality can be facilitated by using unique subject ID codes to identify participants, instead of their names  Any data stored on a computer should be password-protected and access limited to individuals involved in the data collection process.
  • 6. It is mandatory that all research involving human participants should be cleared by an appropriately constituted Institutional Ethics Committee  The IRB is not necessarily constituted by medical people alone but also has nonmedical people representing the community, ethicists, clergy or lawyers.
  • 7. GCP( Good Clinical Practice)  Based on the international guidelines issued by World Health Organization and International Committee on Harmonization provide operative guidelines for ethical and scientific standards for the designing of a trial protocol:  Includes conduct, recording and reporting procedures and should be strictly adhered to while carrying out a trial.  Informed consent should be obtained from every patient (or legal guardian, if necessary).  Apart from financing the study, the sponsors must :  demonstrate the safety of the intervention in pre-clinical studies.  provide medical expertise,  ensure that the trial design minimizes harms,  participate in investigator selection,  provide applications, notifications, and submissions to regulatory authorities
  • 8. Epidemiological and community-based research(in India)  Necessary to have the consent of the community.  Done through the village leaders, the Panchayat head, the tribal leaders etc.
  • 9. Study setting and eligibility (inclusion/exclusion) criteria  STUDY SETTING - The population to which the results can be applied.  E.g., it may be limited to a rural area, an urban area or a private practice for a fixed period of time (1 month, 6 months, 10 years etc.)  Establishes the boundaries of the study with respect to the sample, sampling area and the time period of the study.
  • 10. Eligibility (inclusion/exclusion) Inclusion  The characteristics of the subjects that are to be included. Exclusion  The characteristics of the subjects which are not to be included in the study. - E.g some studies in periodontics exclude smokers, pregnant women, and patients with uncontrolled systemic disease etc.
  • 11. SAMPLING  Facilitates obtaining representative information about a population without having to investigate all the members of the population.  Sampling Frame- a list of available population members, e.g. a list of patients, or the census data etc.  Sample- a ‘‘Finite’’ part of a statistical population whose properties are studied to gain information about the ‘‘WHOLE’. 2. Probability sampling Non-purposive In which every unit in the population has a chance (greater than zero) of being selected in the sample, and this probability can be accurately determined. 1. Non-probability sampling Purposive/ Delibrate -Selected by the researcher subjectively. - attempts to obtain the sample that appears to be representative of the population
  • 12. 1. Purposive sampling Non-Probability a. Convenience sampling Type of purposive sampling where the population elements are selected for inclusion in the sample based on the ease of access. b. Quota sampling Population if 1st segmented in to  mutually exclusive sub-groups The subjects or units from each segment are selected based on a specified proportion, which makes the technique one of non-probability sampling
  • 13. 2.Non- purposive sampling /probability a. Simple random/chance sampling  an equal chance of inclusion in the sample  samples has the same probability of being selected  e.g sample- 50 children to assess gingival pigmentation in 100 children  assigned a number from 1 to 100. Then 50 random numbers are selected from the table. b. Systematic sampling  method where the selection process starts by picking  some random points then every nth element is selected until the desired number is secured  E.g 5,10,15,20, so on. c. Stratified sampling  population from which a sample is to be drawn does not constitute a homogeneous group  technique is applied to obtain a representative sample  E.g. strata of age groups; gender (male/female) etc. d. Cluster Random/ Area sampling  grouping populationselecting groups rather than individual elements for inclusion  E.g all the units within a cluster are selected
  • 14. e.Cluster sampling and area sampling  Meant for larger data extending  considerably large geographical area like an entire country.  first stage large primary sampling units such as states, districts, towns.  finally families within towns. (i) one-stage cluster sampling  All the units within a cluster are selected  Form the primary sampling units (PSU’s) (іі)Two-stage cluster sampling  Subset of units is selected randomly from each selected cluster  units within the clusters are the secondary sampling units (SSU’s). f.Multi-stage sampling
  • 15. Sample size estimation 3.a. what is the result we are expecting? b. what is the clinically meaningful difference? 2. a. what is the level of α or β errors that we are willing to accept? b. to what extent our result could be due to chance? Conventionally, 5% for type 1 and 20% for type II error is accepted. 1.a.what is the result of other studies which used a similar intervention? b. what is the range of the present level of or rate of occurrence of the event that we are interested in? The clinician first needs to understand certain important issues before approaching a statistician for sample size estimation Based on these questions, the sample size is calculated using various formulae.
  • 16. The observational unit (subject vs. site)  Smallest unit with a unique set of important characteristics which is independent of other similar units.  Its response cannot be affected by these other units, and which can be assigned to each of the treatments in an experimental study.  In periodontal research-the choice of observational unit is crucial - Data obtained usually have variables measured at:  Site level (pocket depth, furcation),  Tooth level (mobility)  Subject level (systemic health, smoking status).  In clinical trials, usually the subject or the mouth is selected as an observational unit.
  • 17. Examiner training and standardization/calibration  Clinical Examiners : well-trained and calibrated in order to achieve good reproducibility of data with minimal error and bias.  Practice various calibration exercises to maintain the uniformity of assessment of the clinical outcome measures e.g. various gingival and periodontal indices, pocket depths, and clinical attachment levels etc.  ‘‘Examiner alignment and assessment’’ as a more descriptive term for the process of training examiners who will participate in a clinical trial.(Hefti and Preshaw(2012) )  Aims to develop a mutual agreement among the examiners regarding the understanding of various clinical parameters.  Examiner assessment is aimed at intra- and inter-examiner reproducibility
  • 18. BIAS AND CONFOUNDING BIAS an ‘‘opinion or feeling that favors one side in an argument or one item in a group or series; predisposition; prejudice.(Sackett in 1979)  Selection bias- When the study participants are not representive of the population of interest.  Observer or measurement bias- When an examiner consistently over/under reports a variable (a characteristic).  Recall bias - An information bias in which the subjects with disease (cases) tend to recall past exposures better than controls  Attrition bias - happens when subjects quit the study before its completion  Migration bias - occurs either when individuals drop out of study or move from one group to another.  Publication bais-Studies which show significant results are more likely to be published in journals than those with insignificant or negative results.  Allocation bias -When treatment groups in an experimental study are not comparable with respect to the variables influencing the response of interest.
  • 19. Confounding mixing of the effect of an exposure with the effect of another variable that is associated with the exposure and is an independent risk factor for the disease.  example, smoking and alcohol are together confounding factors in causing periodontitis.  If a study is undertaken to associate between alcohol consumption and periodontitis and if the patients smoking status is not assessed in data analysis, it will appear as if alcohol is a strong risk factor for periodontitis when in fact it is not.
  • 20. Contamination occurs when an intervention administered to an intervention group of an experimental study percolates into the control group.  usually seen in a split mouth study or in a crossover study where the intervention from one site filters into the control treatment.  also be seen with respect to information which is given from one group by word of mouth to the members in the other group.  might dull or mask the true effect of the intervention.  E.g , if a trial compares two brushing methods and when the participants are allowed to converse, one of the member leaks information about his brushing technique to a member from the other group and this recipient of information would unknowingly master the brushing technique of the other group.
  • 21. Hawthorne effect The rationale of this is that in a research project, individual behaviors may be altered by the study itself, rather than the effects the study is researching. E.g mouth wash improve oral hygeine --} lower plaque Rosenthal effect (Experimenter effect) Research also demonstrates that the expectations and biases of an experimenter can be communicated to experimental subjects in unintentional ways and that these cues may significantly affect the outcome of the experiment. E.g. differences in oral hygiene instructions given to patients can affect the response of the subjects.
  • 22. EVALUATION OF DIAGNOSTIC AND SCREENING TESTS  Reliability- the extent to which an experiment, test, or any measuring procedure yields the same result on repeated trial.  An index is reliable when it yields the same score if a patient is examined by two different examiners (inter-examiner reliability) or by the same examiner on two different occasions (intra-examiner reliability).  Validity- whether a study is able to scientifically answer the questions, it is intended to answer.  A study that readily allows its findings to generalize to the population at large has high external validity.  To eliminating confounding variables within the study itself is referred to as internal validity.  Internal validity the accuracy of the results  external validity  the generalizability of the findings to the population.
  • 23.  Diagnostic Test -for a given condition would ideally be  But some tests will report a false positive result on some individuals who are free of the condition and others may also miss some of those who actually have the disease giving a false negative result.  Sensitivity- probability that a subject with the disease will have a positive test result.  Specificity- probability that a subject who is free of the disease will have a negative test result.  Positive predictive value (PPV) - probability that an individual who has a positive test result actually has the disease.  Negative predictive value (NPV) - probability that an individual who has a negative test result does not have the disease. Positive for every person in whom the condition was present. Negative for those in whom it was absent.
  • 24. OUTCOME MEASURES AND ENDPOINTS IN RESEARCH Outcome measures can be divided into three broad categories Laboratory measures include biological tests or mechanical tests a study which investigates the role of platelet derived growth factor on periodontal fibroblasts. Clinical measures include various indices used to measure gingival or periodontal parameters.eg PD, CAL Patient-based measures highlight patient perceptions of the delivery , outcome of various healthcare systems assessment of Oral Health Related Quality of Life (OHRQoL) in a group of periodontitis patients.
  • 25. Outcome measures also classified as  Primary outcome measures -primary question that the study is designed to answer and the trial is powered to answer such a question.  used in the sample size calculation.  Secondary or Additional outcomes measures - Other outcomes which often include unanticipated or unintended effects of the intervention.
  • 26. End points in periodontal clinical trials periodontal endpoint any measurement that is thought to be related to the periodontal disease process .  is used to assess periodontal treatment efficacy. True endpoints /clinically relevant endpoints/ terminal endpoints/ ultimate endpoints outcomes that directly measure how a patient feels, functions or survives.e.g pain, bleeding on brushing, and oral health related quality of life etc. Surrogate endpoints physiological or biochemical markers that are easier to measure than true endpoints. Typical surrogate endpoints in periodontal research include anatomic measures (e.g. probing depth), measures of inflammation, microbiological measures, and immunologic measures. Composite endpoints combine the clinical parameters with radiographic parameters. for determining clinically meaningful effects on regenerative procedures.To assess the cumulative beneficial effects of treatment modalities.
  • 27. CONCLUSION  The present paper introduces to the readers, various pivotal issues in the implementation of sound and ethical research. It is prudent to take into consideration, various issues in the design of research studies, especially ones involving human experimentation such that the results are more valid, ethical, and meaningful.
  • 28. REFERENCES 1. Periodontal Research: Basics and beyond – Part I (Defining the research problem, study design and levels of evidence) Haritha Avula, Ruchi Pandey, Vijayalakshmi Bolla, Harika Rao, Jaya Kumar Avula ,Journal of Indian Society of Periodontology - Vol 17, Issue 5, Sep-Oct; 2013 565-570 2.Burket's oral medicine, 12th edition 3.Essentials of Public Health Dentistry; by Soben Peter 4.Periodontal Research: Basics and beyond – Part III (Data presentation, statistical testing, interpretation and writing of a report) Haritha Avula; Journal of Indian Society of Periodontology - Vol 17, Issue 5, Sep-Oct 2013;577-582