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BIOSTATISTICS
1
BIOSTATISTIC
S
 The application of statistics in the medical
field is specifically termed biostatistics.
 It is a science that deals with the
development and application of the most
appropriate methods of the:
 Collection of data
 Presentation of the collected data
 Analysis and interpretation of the results
 Making decisions on the basis of such
analysis
2
3
4
Designing Conducting Analyzing Reporting
Minimizing
biases
Confounding
factors
Measuring
random errors
Understanding
the research
Make suggestions
on hypothesis
testing &
analysis
Calculating the
sample size
Determine the
power of the
study
Ensure
continuity
throughout the
research
Assess the
statistical
significance of
the results
Efficacy & safety
of the drug
Therapy
 Sample size refers to the number of
participants or observations included in a
study.
 This number is usually represented by n.
 The size of a sample influences two statistical
properties:
 1) the precision of our estimates and
 2) the power of the study to draw
conclusions.
5
 The factors affecting sample sizes are
 study design,
 method of sampling,
 outcome measures – effect size,
 standard deviation,
 study power,
 significance level
6
 When we have data, we have to apply process analysis, then
we have to use the tests of significance to check whether the
hypothesis is true or not.
 These tests are of 2 types-
 Parametric tests
 Non Parametric tests
7
Parametric tests
 These tests are used when the data is
quantitative and is normally distributed
(equal mean, median and mode).
 Compare means and standard deviations
 More powerful
 Ex-T-tests, Z-tests, ANOVA
Non parametric tests
 These tests are used when the data has a
skewed distribution.
 Compare percentage and proportions
 Less powerful
 Ex-Wilcoxon rank tests, chi-square tests.
8
 A t-test is a statistical test that is used to compare
the means of two groups.
 It is often used in hypothesis testing to determine whether two
groups are different from one another.
The formula used is-
T= observed difference between two means of small samples
Standard error of difference in two small samples
10
11
Unpaired T-tests:
•Applied on unpaired
data of independent
observations made
on individuals of
separate groups.
Paired T-test:
•Applied to paired
data of independent
observations from
one sample only.
ANOVA
 ANOVA is to test the differences among the means of
the population by examining the amount of variation
within each sample related to the amount of variation
between the samples
 This technique was invented by R.A Fischer and is
thus often referred to as the fischer’s ANOVA
 Types of ANOVA-
 One way ANOVA
 Two way ANOVA
12
The ANOVA formula is given by:⇒
Where,
 F - The ANOVA coefficient
 MST - The mean sum of all the squares due to the treatment
 MSE - The mean sum of squares due to error
13
CORRELATION
COEFFICIENTS
 Correlation coefficients are used to measure
how strong a relationship is between
two variables.
 There are several types of correlation
coefficient, but the most popular is Pearson’s.
 Pearson’s correlation (also called Pearson’s R)
is a correlation coefficient commonly used
in linear regression.
14
15
Correlation coefficient formula
 Linear regression is the most widely used
statistical technique; it is a way to model a
relationship between two sets
of variables.
17
 The Wilcoxon signed-rank test is a nonparametric
test used to compare two related samples,
matched samples, or repeated measurements on a
single sample to assess whether their population
means ranks differ.
 It is used as an alternative to the paired T-Tests.
18
19
Wilcoxon signed-rank test
CHI-SQUARE TEST
 A chi-squared test (symbolically represented as χ2) is basically a data analysis on the basis of
observations of a random set of variables.
 This test was introduced by Karl Pearson in 1900
 The chi-square test is used to estimate how likely the observations that are made would be, by
considering the assumption of the null hypothesis as true.
20
21
 A p-value is a statistical measurement used to validate
a hypothesis against observed data.
 A p-value measures the probability of obtaining the
observed results, assuming that the null hypothesis is
true.
 The lower the p-value, the greater the statistical
significance of the observed difference.
22
 When you perform a statistical
test a p-value helps you determine
the significance of your results in
relation to the null hypothesis.
23
24

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BIOSTATISTICS SLIDESHARE.pptx

  • 2. BIOSTATISTIC S  The application of statistics in the medical field is specifically termed biostatistics.  It is a science that deals with the development and application of the most appropriate methods of the:  Collection of data  Presentation of the collected data  Analysis and interpretation of the results  Making decisions on the basis of such analysis 2
  • 3. 3
  • 4. 4 Designing Conducting Analyzing Reporting Minimizing biases Confounding factors Measuring random errors Understanding the research Make suggestions on hypothesis testing & analysis Calculating the sample size Determine the power of the study Ensure continuity throughout the research Assess the statistical significance of the results Efficacy & safety of the drug Therapy
  • 5.  Sample size refers to the number of participants or observations included in a study.  This number is usually represented by n.  The size of a sample influences two statistical properties:  1) the precision of our estimates and  2) the power of the study to draw conclusions. 5
  • 6.  The factors affecting sample sizes are  study design,  method of sampling,  outcome measures – effect size,  standard deviation,  study power,  significance level 6
  • 7.  When we have data, we have to apply process analysis, then we have to use the tests of significance to check whether the hypothesis is true or not.  These tests are of 2 types-  Parametric tests  Non Parametric tests 7
  • 8. Parametric tests  These tests are used when the data is quantitative and is normally distributed (equal mean, median and mode).  Compare means and standard deviations  More powerful  Ex-T-tests, Z-tests, ANOVA Non parametric tests  These tests are used when the data has a skewed distribution.  Compare percentage and proportions  Less powerful  Ex-Wilcoxon rank tests, chi-square tests. 8
  • 9.  A t-test is a statistical test that is used to compare the means of two groups.  It is often used in hypothesis testing to determine whether two groups are different from one another. The formula used is- T= observed difference between two means of small samples Standard error of difference in two small samples 10
  • 10. 11 Unpaired T-tests: •Applied on unpaired data of independent observations made on individuals of separate groups. Paired T-test: •Applied to paired data of independent observations from one sample only.
  • 11. ANOVA  ANOVA is to test the differences among the means of the population by examining the amount of variation within each sample related to the amount of variation between the samples  This technique was invented by R.A Fischer and is thus often referred to as the fischer’s ANOVA  Types of ANOVA-  One way ANOVA  Two way ANOVA 12
  • 12. The ANOVA formula is given by:⇒ Where,  F - The ANOVA coefficient  MST - The mean sum of all the squares due to the treatment  MSE - The mean sum of squares due to error 13
  • 13. CORRELATION COEFFICIENTS  Correlation coefficients are used to measure how strong a relationship is between two variables.  There are several types of correlation coefficient, but the most popular is Pearson’s.  Pearson’s correlation (also called Pearson’s R) is a correlation coefficient commonly used in linear regression. 14
  • 15.  Linear regression is the most widely used statistical technique; it is a way to model a relationship between two sets of variables. 17
  • 16.  The Wilcoxon signed-rank test is a nonparametric test used to compare two related samples, matched samples, or repeated measurements on a single sample to assess whether their population means ranks differ.  It is used as an alternative to the paired T-Tests. 18
  • 18. CHI-SQUARE TEST  A chi-squared test (symbolically represented as χ2) is basically a data analysis on the basis of observations of a random set of variables.  This test was introduced by Karl Pearson in 1900  The chi-square test is used to estimate how likely the observations that are made would be, by considering the assumption of the null hypothesis as true. 20
  • 19. 21
  • 20.  A p-value is a statistical measurement used to validate a hypothesis against observed data.  A p-value measures the probability of obtaining the observed results, assuming that the null hypothesis is true.  The lower the p-value, the greater the statistical significance of the observed difference. 22
  • 21.  When you perform a statistical test a p-value helps you determine the significance of your results in relation to the null hypothesis. 23
  • 22. 24