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Biostatistics Cheat Sheet Naplex, Cheat Sheet of Biostatistics

Biostatistics Cheat Sheet Naplex

Typology: Cheat Sheet

2023/2024

Uploaded on 05/02/2025

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MEAN
:
Average
continuous
data-normally
distributed
MEDIAN
:
Middle
ordinal
data
continuous
data-skewed
*
#him
MODE
:
most
frequent
nominal
data
ora
!
Queried
mirr
Des
difference
between
categories
is
not
equal
EX
:
gender
,
ethnicity
,
Marital
status
,
mortality
EX
:
NYHA
FXNI
Class
1- 11
,
Painscale
0-18
Ex
:
Age
,
height
.
Weight
,
time
,
BP
EX
:
celcius
&
farenheit
temp
scales
NO
SET
ORDER
ORDERED
EQUAL
I
ONE-SAMPLE
PAIRE D
STUDENT
HYPOTHESIS
FOR
SIGNIFICANCE
·
product
is
significantly
better
(superior)
to
current
treatment
or
placebo
·
Trial
needs
to
demonstrate
null
hypothesis
is
not
true
and
should
be
rejected
and
alternative
can
be
accepted
.
NUll
Hypothesis
:
no
statistically
significant
difference
Al
What
reacher
triso
promo reje
ht
difference
What
researcher
tries
to
prove
or
accept
Error
margin
=
Alpha
(c)
=
0
.
85
p-value
is
compared
to
Alpha
P
>
8
.
85
9
-
885
-
NULL
:
REJECTED
$$$
FAILED
to
REJECT
NULL
NUL
acce
T
Alternative
Hypothesis
Accepted
Alternative
Hypothesis
Rejected
STATISTICALLY
SIGNIFICANT
NOT
STATISTICALLY
SIGNIFICANT
MOST
RELIABLE
confidence
Intervais
(CI)
:
same
into
as
p-value
+
precision
of
result
.
Cl
=
1
-
c
EX
:
0
=
0
.
05
-
11
:
95
%
Narrow
=
Precision
Wide
:
less
precise
SYSTEMATIC
comparing
Difference
Data
(means)
:
REVIEWS
-
NOTiNudeUOSSF
:
X
META-ANALYSIS
comparing
Ratio
Data
(RR
,
OR
,
HR)
:
RANDOMIZED-CONTROL
15
%
(1
does
NOT
include
one
=
statistically
significant
:
10
.
12-0
.
99)
/
95
%
(1
includes
one
:
NOT
statistically
significant
:
10
.
61-1
.
29)
X
I
COHORT
TYPE1
ERROR
:
FALSE
POSITIVE
TYPE2ERROR
:
FALSE
NEGATIVE
CASE-CONTROL
Cl
=
1
-
D
(type
<error)
Null
hypothesis
accepted
when
shoulde
been
rejected
CASE
SERIES/
REPORTS
B(neta)
usually
8
.
1
or
0
.
2
meaning
risk
of
Type
11
=
18
%00
20
%
Power
to
Avoid
LEAST
RELIABLE
EXPERTOPINION
STUDY
POWER
:
Type
11
error
power
=
1-B
RISK
ODDSRATIO
HALARDRATIG
RISK
=
#
subjects
in
group
w
unfavorable
event
CASE
CONTROL
STUDIES
-
OR
used
to
estimate
risk
of
unfavorable
events
Total
number
or
subjects
in
group
B
Risk
in
treatment
group
B
-UTCOME
NO
OUTCOME
Risk
in
control
group
Treatment
lowers
Equal
risk
between
Treatment
increases
TREATMENT
EXPOSURE
A
B
A
=
#
that
have
outcome
w
exposure
risk
of
outcome
treatment
-
control
risk
of
outcome
-
B
:
I
that
don't
have
outcome
w
exposure
calculate
risk
of
HF
progression
Risk
metoprolol
=
=3
=
0
.
16
CONTROL
NO
EXPOSURE
C
D
=
#
that
have
outcome
w
no
exposure
in
each
group
then
calculate
RR
.
Risk
Control
:
=
0
.
28
Patients
treated
w
metoprolol
were
57
%
as
likely
to
RR
:
AS
likely
(vs
.
control)
D
:
I
that
don't
have
outcome
who
expose
F
MVOO
CONT
O
RR
:
=
0
.
57
:
37
%
have
progression
of
disease
as
placebo-treated
patients
.
RRR
:
LESS
likely
(vs
.
control)
RR
+
RRR
=
100
%
metoprolol
pts
&3
%
·
RELATIVE
RISK
REDUCTION
HOW
MUCHM
=
I-RRIO
like
A
placebo
treated
pts
.
ARR
=
0
.
28
-
0
.
16
=
8
.
16
or
16
%
·
ABSOLUTE
RISK
REDUCTION
-risin
control-riskin
treatment
m
will
have
-
promission
ODDSRATIO
:
BC
>
Additional
benefit
of
ARR
is
to
use
the
inverse
to
determine
number
needed
to
treat
(NNT)
and
number
needed
to
harm
(NNH)
NUMBER
NEEDED
TREAT
MWhmh3VVpamemprone
,
As
HAZARDRATIG
*
ALWAYS
round
up
for
NNT
1
For
everyo
patients
receive
metoprolol
for
one
year
,
one
additional
case
of
HF
progression
will
occur
.
NUMBER
NEEDED
HARM
METScWhon
T
Ke
down
for
NNI
#YES
or
STUDY
DATA
Range
:
Difference
between
highest
o
lowest
values
STANDARD
DEVIATION
:
Dow
Spread
out
dais
,
And
What degree
Highly
Dispersed
=
large
a
EX
:
L
:
6
.
2
=
3
.
8
(mean
=
so)
-
3
.
2
%.
4
2
.
4
6
.
2
18
13
.
8
17
.
6
68
%
as
.
Dose
TYPES
or
STATISTICALTESTS
Independ
variable
:
changed/manipulated
by
researcher
to
determine
if
it
has
an
effect
on
DV
.
EX
:
drugs
,
doce
,
placebo
,
pts
included
(age
,
gender
,
comorbid
conditions)
-OGROUPS
DISCRETE
CATEGORICALDATA
CONTINUOUSDATA
Dependent
Variable
:
outcome
EX
:
HF
progression
.
HbAlC
,
Bo
.
Cholesterol
,
Mortality
NORMAL
DISTRIBUTION
NOT
NORMAL
DISTRIBUTION
Primary
Endpoint
:
main
result
measured
to
see
if
treatment
had
significant
benefit
Ex
:
Death
from
CV
disease
or
nonfatal
stroke
or
nonfutal
M1
I
=
PARAMETRIC
I
=
NONPARAMETRIC
I
composite
Endpoint
:
combines
multiple
individual
endpoints
into
one
measurement
.
(With
BEFORE
Op
ER
MEASURES
CHISQUARED
TTEST
Sign
test
EX
:
Death
from
CV
disease
AND
nonfatal
stroke
AND
nontutal
M1
Wilcoxon
Signed-Rank
TTEST
Wilcoxon
Signed-Rank
2
CHISQUARED
Or
FISCHERS
EXACT
INPAIRED
TTEST
/TREXTMENT
O
CONTROL
3
Kouskal -Wallis
ANOVA
Mann-Whitne
a
CHISQUARED
:
T-TESTS
:
·
Nominal
or
Ordinal
data
invin
Movingroups
mywhodrum gema
popular
EX
:
comparing
reduction
in
HbA/C
between
metformin
placebo
A: ANALYSIS
O
NaviANCIFTS
or
groups
Intent-to-treat
:
includes
data
from
ALL
TYPES
or
MEDICAL
STUDIES
pts
,
even
if
they
didn't
J
complete
trial
Equivalence
trial
:
see
if
new
treatment
has
same
effect
Non-inferiority
:
No
worre
than
current
Summary
of
clinical
literature
on
specific
topic
or
question
Results
from
multiple
studies
for
greater
statistical
power
Pts
randomized
-
Egoal
chance
of
getting
treatment/sometimes
blinded
:
Double
blind
:
Both
pt/investigator
unaware
·
single
blind
:
It
is
unaware
·
Open
label
:
All
parties
know
treatment
PARALLEL
CROSSOVER
COHORT
=
EXPOSUR
!
PROSPECTIVE
compares
group
of
pos
exposed
o
not
exposed
Limitation
:
other
factors
can
affect
outcome
C ASE
=
DISEASE
!
RETROSPECTNE
compares
pts
w
disease
to
those
without
disease
Few
pts
=
Series
/
Single
Pt
=
case
report
series
more
reliable
than
report
Just
simply
No
101
R
Pe
treatment
is
lower
EX
:
A
B
OR
=
=So
23
%
increase
risk
of
falls
w
fracture
on
Serotenergic
A
Hazard
rate
in
treatment
group
EX
:
Niacin
Placebo
N
:
=
0
.
16
HR
=
I
Hazard
rate
in
control
group
N
=
18
N696p
=
=
0
.
1
No
benefit
when
adding
Niacin
-

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MEAN : Average continuous^ data-normally^ distributed

MEDIAN :^ Middle^ ordinal^ data^ continuous^ data-skewed

#him

MODE :^ most^ frequent nominal^ data

ora!Queried mirr Des

difference between categories is not equal

EX: gender , ethnicity , Marital status , mortality EX: NYHA FXNI Class 1- 11 , Painscale 0-18 Ex: Age , height. Weight , time^ , BP EX:^ celcius& farenheit temp scales

NO SET ORDER ORDERED IEQUAL

ONE-SAMPLE PAIRED

STUDENT HYPOTHESIS^ FOR^ SIGNIFICANCE

· product is (^) significantly better (superior) to current treatment or (^) placebo

· Trial needs to demonstrate null hypothesis is not true and should be rejected

andalternative can be accepted. NUll (^) Hypothesis : no (^) statistically significant difference AlWhatreacher triso (^) promo rejeht (^) difference

What researcher tries to prove or^ accept

Error (^) margin = Alpha (c) = (^0). 85

p-value is compared to Alpha

P > (^8). 85 9 -^885 - NULL: REJECTED (^) $$$ FAILED to^ REJECT NULLNULacce T

Alternative Hypothesis Accepted Alternative^ Hypothesis Rejected

STATISTICALLY SIGNIFICANT NOT^ STATISTICALLY^ SIGNIFICANT

MOST (^) RELIABLE confidence^ Intervais^ (CI)^ : same into (^) as p-value + (^) precision of result.

Cl = 1 - c EX: 0 = 0. 05 - 11 : 95 % Narrow= Precision Wide: less precise

SYSTEMATIC (^) comparing Difference^ Data^ (means)^ :

REVIEWS -

NOTiNudeUOSSF:X META-ANALYSIS comparing Ratio^ Data^ (RR^ ,^ OR^ ,^ HR)^ : RANDOMIZED-CONTROL 15 %^ (1^ does^ NOT^ include^ one^

= statistically significant : 10 .12-0. 99)/

95 % (1 includes one : NOT statistically significant :^10. 61-1. 29) X

I

COHORT (^) TYPE1 ERROR: FALSE POSITIVE TYPE2ERROR: FALSE NEGATIVE CASE-CONTROL Cl = 1 - D (type <error) Null (^) hypothesis accepted when shoulde^ been^ rejected CASE SERIES/^ REPORTS B(neta) usually 8.^1 or^0.^2 meaning risk^ of^ Type 11 =^18 %00^20 %

Power to Avoid

LEAST RELIABLE EXPERTOPINION^ STUDY POWER : Type 11 error power^ =^ 1-B RISK ODDSRATIO^ HALARDRATIG RISK =^ #^ subjects^ in^ group^ w^ unfavorable^ event CASE CONTROL STUDIES - OR used (^) toestimate risk of unfavorable events Total number or (^) subjects in (^) group B Risk in^ treatment^ group (^) B -UTCOMENO (^) OUTCOME Risk in control (^) group (^) Treatment lowers (^) Equal risk between (^) Treatment increases (^) TREATMENT EXPOSURE A B A =^ #^ that have outcome w (^) exposure

risk of outcome treatment-^ control^ risk^ of^ outcome - B : I that don't have outcome w exposure

calculate risk of HF progression Risk^ metoprolol^

= =3 = (^0). 16 in each CONTROL^ NO^ EXPOSURE^ C^ D^ =^ #^ that^ have^ outcome^ w^ no^ exposure

group then^ calculate^ RR.^ Risk^ Control^

: = 0. 28 Patients treated w metoprolol were 57 % as likely to RR : AS

likely (vs^.^ control)^ D^

: I that don't have outcome who expose

F (^) MVOO CONTO RR:^ =^0.^57 :^37 %

have progression of disease as placebo-treated patients. RRR: LESS

likely (vs^.^ control) RR +^ RRR = 100 % metoprolol pts &3%

RELATIVE RISK REDUCTION HOWMUCHM^ = I-RRIO (^) like A placebo treated^ pts.

ARR=^0.^28 -^0.^16 =^8.^16 or^16 %

· ABSOLUTE RISK REDUCTION -risincontrol-riskin^ treatment^ m^ will^ have^ -^ promission ODDSRATIO^

BC

Additional^ benefit^ of^ ARR^ is^ to^ use^ the^ inverse^ to^ determine^ number^ needed^ to^ treat^ (NNT)^ and^ number^ needed^ to^ harm^ (NNH) NUMBER NEEDED TREAT MWhmh3VVpamemprone ,As

  • ALWAYS round (^) up for NNT^ HAZARDRATIG (^1) For (^) everyo patients receive (^) metoprolol for one (^) year, NUMBER NEEDED HARM METScWhonT^ Ke^ one^ additional^ case^ of^ HF^ progression^ will^ occur. down for NNI #YES or STUDY DATA Range :^ Difference^ between^ highesto^ lowest^ values STANDARD DEVIATION^ : DowSpreadoutdais,AndWhat degree^ Highly^ Dispersed^
= largea

-^ EX^ :^ L^ :^6.^2 =^3.^8 (mean=^ so) (^3). 2 %. (^4 2). (^4 6). (^2 18 13). (^8 17). 6 68 % as .^ Dose TYPES or STATISTICALTESTS (^) Independ variable: changed/manipulated by researcher to determine if it has an effect on DV.

EX : drugs , doce , placebo , pts included^ (age , gender, comorbid^ conditions)

-OGROUPSDISCRETE^ CATEGORICALDATA^ CONTINUOUSDATA^ Dependent^

Variable:^ outcome
EX:^ HF progression. HbAlC ,^ Bo^. Cholesterol^ , Mortality

NORMAL DISTRIBUTION NOT NORMAL DISTRIBUTION Primary^ Endpoint^ : Ex^ main: (^) Death^ result from CVmeasured disease or^ to nonfatalsee^ if stroketreatment or nonfutal^ had^ significant M1 benefit

I

= PARAMETRIC

I

= NONPARAMETRIC

I

composite Endpoint :^ combines^ multiple^ individual^ endpoints into^ one^ measurement. (With BEFORE^ Op^ ER MEASURES CHISQUARED TTEST Sign test^ EX:^ Death^ from^ CV^ disease^ AND^ nonfatal^ stroke^ AND^ nontutal^ M Wilcoxon (^) Signed-Rank (^) TTEST Wilcoxon (^) Signed-Rank (^2) CHISQUARED Or FISCHERS EXACT INPAIRED TTEST /TREXTMENT O^ CONTROL 3 Kouskal-Wallis^ ANOVA Mann-Whitnea ·^ CHISQUARED^ :^ T-TESTS^ : Nominal or^ Ordinal data invinMovingroups (^) mywhodrum gemapopular

EX : comparing reduction in HbA/C between metformin placebo

A: ANALYSISONaviANCIFTS or groups

Intent-to-treat :^ includes data from ALL

TYPES or MEDICAL STUDIES pts^ ,^ even^ if^ they^ didn't

J

complete trial

Equivalence trial^ :^ see has ifsame^ new effect^ treatment Non-inferiority :^ No^ worre^ than^ current

Summary on specific of topic^ clinical or question^ literature

Results for from (^) multiple studies

greater statistical^ power
Pts randomized - Egoal Double chance blind of getting : Both treatment/sometimes blinded :
· single blind : It is unawarept/investigator^ unaware

· Open label : (^) All (^) parties know treatment PARALLEL CROSSOVER compares^ COHORT group^ =^ EXPOSUR of^ pos^ exposed!^ PROSPECTIVE^ o^ not^ exposed Limitation: other factors^ can affect^ outcome compares pts w^ disease^ C ASE^ =^ to^ DISEASE^ those^ without^!^ RETROSPECTNE^ disease

Few pts= Series / Single Pt = case report

series more reliable than (^) report

Just simply No 101

R treatment^ Pe is lower EX : A B OR=^ =So 23 %^ increase risk of^ falls w fracture on (^) Serotenergic A

Hazard rate in treatment group EX: Niacin Placebo N : = 0. 16 HR=

I Hazard rate in

control (^) group N = 18 N696p ==^0.^1

No- benefit when adding Niacin