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Methodological issues in the use Methodological issues in the use of anthropometry for evaluation of anthropometry for evaluation of nutritional status of nutritional status Monika Bl Monika Bl ö ö ssner ssner WHO Department of Nutrition WHO Department of Nutrition for Health and Development for Health and Development

Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

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Page 1: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Methodological issues in the use Methodological issues in the use of anthropometry for evaluation of anthropometry for evaluation

of nutritional statusof nutritional status

Monika BlMonika Blöössnerssner

WHO Department of Nutrition WHO Department of Nutrition for Health and Developmentfor Health and Development

Page 2: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Methodological issues in the use of anthropometry ?

Page 3: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Measuring height

Page 4: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

length

Page 5: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Head circumference

Page 6: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Nutritional status of lactating mothers: measuring weight,

Page 7: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Mother's height

Page 8: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Reference materialReference material

de de OnisOnis M, M, OnyangoOnyango AW, Van den AW, Van den BroeckBroeck J, J, ChumleaChumlea WC, WC, MartorellMartorell R.R. Measurement Measurement and standardization protocols for and standardization protocols for anthropometry used in the construction of anthropometry used in the construction of a new international growth reference.a new international growth reference.Food Food NutrNutr Bull 2004;25(1):S27Bull 2004;25(1):S27--36.36.

Page 9: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Standard normal distribution of child growth and Standard normal distribution of child growth and prevalence under the curve between SD rangesprevalence under the curve between SD ranges

0.13%

2.14%13.59%34.13%34.13%13.59%

2.14%

0.13%

-4 -3 -2 -1 0 1 2 3 4

2.3%

Page 10: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Nutrition through the life cycle

W omanM alnourished

AdolescentStunted

PregnancyLow Weight Gain

ElderlyM alnourished

ChildStunted

BabyLow Birth

Weight

Higher maternal mortality

Inadequate food, health &

care

Inadequate food, health &

care

Inadequate food,

health & care

Reduced mental

capacity

Reduced mental

capacity

Reduced capacity to care for baby

Inadequate foetal nutrition

Higher mortality rate

Impaired mental

development Increased risk of adult

chronic disease

Untimely / inadequate weaning

Frequent infections

Inadequate food, health &

care

Inadequate catch up growth

Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000.

Page 11: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

S o u rce: P ro g ra m m e o f N u tr it io n , W H O , 1 9 9 8 .

C o u n try

Hei

ght-f

or-a

ge s

tand

ard

devi

atio

ns

N e p a l P a k is ta n B o liv ia P e ru

6

8

4

2

0

- 2

- 4

- 6

- 8

E d u c a tio n a l le ve l

N o e d uc a tion

P rim a ry

S e co n d a ryH ig h e r

Variation of height-for-age according to maternal education

Source: de Onis M. Socioeconomic status and child growth. Int J Epidemiol 2003;32:503-5.

Page 12: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

. Deviation from sexDeviation from sex--specific mean literacy specific mean literacy rate associated to levels of malnutritionrate associated to levels of malnutrition

-20-15-10-505

1015

severe moderate none

Meanliterate

Deviation (%)

Males Females

Source: Adapted from Martorell et al., 1992.

Page 13: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Methods in anthropometryMethods in anthropometry

Anthropometric indicatorsAnthropometric indicators

Reference populationReference population

CutCut--off pointsoff points

Applications of anthropometryApplications of anthropometry

Page 14: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Anthropometric indicatorsAnthropometric indicatorsAttained growthAttained growth• Length/height-for-age √• Weight-for-age √• BMI-for-age √• MUAC-for-age √• Head circumference-for-age• Subscapular skinfold-for-age• Triceps skinfold-for-age• Weight-for-height/length √• MUAC-for-height/length √

Page 15: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Mean weightMean weight--forfor--age zage z--scorescore

-0.8

-0.4

0

0.4

0.8

0 1 2 3 4 5 6 7 8 9 10 11 12Age (months)

CDC NCHS

Source: de Onis M, Onyango A. The CDC reference and the growth of breast-fed infants. Acta Paediatrica 2003;92:413-9.

Page 16: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Mean lengthMean length--forfor--age zage z--scorescore

-0.4

-0.2

0

0.2

0.4

1 2 3 4 5 6 7 8 9 10 11 12

Age (months)

CDC NCHS

Source: de Onis M, Onyango A. The CDC reference and the growth of breast-fed infants. Acta Paediatrica 2003;92:413-9.

Page 17: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Mean BMIMean BMI--forfor--age of the Calcutta boys compared with age of the Calcutta boys compared with the French, Dutch, British, and NCHS reference mediansthe French, Dutch, British, and NCHS reference medians

12

14

16

18

20

22

9 10 11 12 13 14 15 16 Age (years)

BMI (

kg/m

2 )

NCHS reference

Calcutta Growth Study

French reference

Dutch reference

UK reference

Source: de Onis M et al. The National Centre for Health Statistics reference and the growth of Indian adolescent Boys. Am J Clin Nutr 2001;74:248-53.

Page 18: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

WHO Global DatabaseWHO Global Databaseon Child Growth on Child Growth and Malnutritionand Malnutrition

Department of NutritionDepartment of Nutritionwww.who.int/nutgrowthdbwww.who.int/nutgrowthdb

Page 19: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

BackgroundBackground

Child growth internationally recognized as an important public health indicator

Numerous surveys but not comparable

WHO’s systematic standardization of data initiated in 1986

WHO Global Database on Child Growth and Malnutrition

Page 20: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

General objectivesGeneral objectives

To establish a global nutritional surveillance system

To compile, standardize and disseminate results of anthropometric surveys performed worldwide

WHO Global Database on Child Growth and Malnutrition

Page 21: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Specific objectivesSpecific objectives

Characterize nutritional statusEnable international comparisonIdentify populations in needEvaluate interventionsMonitor secular trendsRaise political awareness

WHO Global Database on Child Growth and Malnutrition

Page 22: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Methods: Data standardizationMethods: Data standardization

Use of the NCHS/WHO international reference

Prevalence of wasting, stunting, underweight and overweight

Cut-off points in Z-scores: <-2, <-3 and >+2 SD

Stratification by age, sex, region, urban/rural

Summary statistics: means & SDs of z-scores

WHO Global Database on Child Growth and Malnutrition

Page 23: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Database IndicatorsDatabase IndicatorsWasting or low weight-for-height (cut-offs <-3 and <-2 SD)

Stunting or low height-for-age (cut-offs <-3 and <-2 SD)

Underweight or low weight-for-age (cut-offs <-3 and <-2 SD)

Overweight or high weight-for-height (cut-off >+2 SD)

WHO Global Database on Child Growth and Malnutrition

Page 24: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Database workDatabase work--flowflowData search, review of methods and data extraction

Check for completeness and consistencies across indicators and summary statistics

Get back to data holders:• Clarification • Further analysis• Raw data

Assist analysis

Run standard analysis

• Enter data into WHO Global Database• Archive background documents and raw data

WHO Global Database on Child Growth and Malnutrition

Page 25: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

CoverageCoverage (January 2005)(January 2005)

484 national surveys from 164 countries484 national surveys from 164 countries

503 sub503 sub--national surveys 158 countriesnational surveys 158 countries

99% children <5 yr in developing countries99% children <5 yr in developing countries

69% children <5 yr in developed countries69% children <5 yr in developed countries

2639 references 2639 references

WHO Global Database on Child Growth and Malnutrition

Page 26: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

< 10.0 %

10.0 - 19.9 %

20.0 - 29.9 %

30.0 % +

Data not available

The boundaries and names shown and the designations used on this map do not imply the expression of any opinion whatsoever on the part of the World Health Organization concerning the legal status of any country, territory, city or area or of its authorities, or concerning the delimitation of its frontiers or boundaries. Dotted lines on maps represent approximate border lines for which there may not yet be full agreement.

© WHO 2003. All rights reserved.

Global distribution of child underweightGlobal distribution of child underweight

Page 27: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Global and regional estimates of Global and regional estimates of stunted children in 2000stunted children in 2000

Stunted childrenRegion (%) (millions)Africa 35 45

Asia 30 109Latin America &Caribbean 14 8

All developing countries 30 162

Source: de Onis et al. Methodology for estimating regional and global trends of child malnutrition.

Int J Epidemiol 2004;33:1260-70.

Page 28: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Trends of underweight prevalence in children <5 years compared to the MDG Goal in 2015

05

10152025303540

Africa Asia Latin America &the Caribbean

Developingcountries

Developedcountries

% <-2SD

1990 1995 2000 2005 2010 2015 MDG Goal

Source: de Onis M, Blössner M. The World Health Organization Global Database on Child Growth and Malnutrition: methodology and applications. Int J Epidemiol 2003;32:518-26.

Page 29: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Subregional projections of underweight prevalence with 95% CI in 2015 compared to MDG Goal

13.4 13.44.2

29.223.6

13.3

26.2

33.3

13.913.9

4.87.0

05

1015202530354045

NorthernAfrica

Sub-SaharanAfrica*

EasternAfrica

MiddleAfrica

SouthernAfrica

WesternAfrica

% <-2SD2015 projection MDG Goal

Source: de Onis M, Blössner M. The World Health Organization Global Database on Child Growth and Malnutrition: methodology and applications. Int J Epidemiol 2003;32:518-26.

Page 30: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Was

ting

Ove

rwei

ght

05

1015

510

1520

25

Wasting and overweight Wasting and overweight in preschool childrenin preschool children

Source: de Onis M, Blössner M. Prevalence and trends of overweight among preschool children in developing countries. Am J Clin Nutr 2000;72:1032-9.

Page 31: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Overweight estimates in Overweight estimates in preschool childrenpreschool children

Overweight childrenRegion(%) (millions)

Africa 3.9 4.5Asia 2.9 10.6Latin America &Caribbean 4.4 2.4

All developing countries 3.3 17.6

Source: de Onis M and Blössner M. Prevalence and trends of overweight among preschool children in developing countries. Am J Clin Nutr 2000;72:1032-9.

Page 32: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Trends of overweight in childrenTrends of overweight in children

0.0

1.0

2.0

3.0

4.0

5.0

6.0

1987 1989 1991 1993 1995 1997

% >

+2 S

D

Mexico

Tunisia

Nigeria India

Mali

Source: de Onis M and Blössner M. Prevalence and trends of overweight among preschool children in developing countries. Am J Clin Nutr 2000;72:1032-9.

Page 33: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Timing of growth falteringTiming of growth falteringHeightHeight--forfor--age by regionage by region

-2.5-2.25

-2-1.75-1.5

-1.25-1

-0.75-0.5

-0.250

0.250.5

0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60

Age (months)

Z-sc

ore

(NC

HS)

Africa Asia Latin America and Caribbean

Source: Shrimpton et al. Worldwide timing of growth faltering: implications for nutritional interventions. Pediatrics 2001;107(5) http://www.pediatrics.org/cgi/content/full/107/5/e75.

Page 34: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Estimated burden of 10 leading risk factorsEstimated burden of 10 leading risk factors

Rank Risk Factor DALYs(millions)

Global DALYs% total

1 Underweight 138 9.5%2 Unsafe sex 92 6.3%3 Blood pressure 64 4.4%4 Tobacco 59 4.1%5 Alcohol 58 4.0%6 Unsafe water, sanitation, and hygiene 54 3.7%7 Cholesterol 40 2.8%8 Indoor smoke from solid fuels 39 2.6%9 Iron deficiency 35 2.4%10 Overweight 33 2.3%

Source: Ezzati A et al. Selected major risk factors and global and regional burden of disease. Lancet 2002;360:1347-60.

Page 35: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

RR of mortality overall and by cause RR of mortality overall and by cause associated with low weightassociated with low weight--forfor--ageage

Cause of Death

< -3 SD

< -2 to -3 SD

-1 to –2 SD

>-1 SD

Diarrhea

12.50

5.39

2.32

1.0

Pneumonia

8.09

4.03

2.01

1.0

Malaria

9.49

4.48

2.12

1.0

Measles

5.22

3.01

1.73

1.0

All-cause

8.72

4.24

2.06

1.0

Source: Caulfield LE et al. Undernutrition as an underlying cause of child deaths associated with diarrhea, pneumonia, malaria, and measles. Am J Clin Nutr2004;80:193-8.

Page 36: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Mean Z-scores and prevalence by WA category according to WHO mortality Region

Percent of Children in WA Category (%)Region

MeanZ-score < -3 SD > -3,< -2 SD > -2,< -1 SD > -1 SD,< 0

Afr D -1.54 7.2 25.1 38.3 29.4Afr E -1.5 6.8 24.2 38.3 24.2Amr A 0 0.1 2.1 13.6 34.1Amr B -0.35 0.5 4.5 20.8 37.9Amr D -0.84 1.6 10.8 31.3 36.3Emr B -0.6 0.8 7.3 26.3 38.1Emr D -1.33 4.7 20.4 37.8 27.9Eur A 0 0.1 2.1 13.6 34.1Eur B -0.57 0.7 6.9 25.7 38.2Eur C -0.05 0.2 2.4 14.5 34.9Sear B -1.35 5.0 20.8 37.9 27.5Sear D -1.9 13.4 32.5 35.8 15.5Wpr A -0.22 0.3 3.5 18.0 36.9Wpr B -1 2.3 13.6 34.1 34.1

Source: Fishman S et al. In:Comparative Quantification of Health Risks:Global and Regional Burden of Disease attributable to Selected Major Risk Factors. Volume 1. Geneva: World Health Organization, 2004.

Page 37: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Mean ZMean Z--scores of infants in the scores of infants in the ““1212--month month breastfed pooled data setbreastfed pooled data set”” relative to the relative to the

NCHS/WHO referenceNCHS/WHO reference

Source: An Evaluation of Infant Growth. Geneva: Switzerland: WHO, 1994.

Page 38: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

A Growth Curve for the A Growth Curve for the 21st Century21st Century

The WHO The WHO MulticentreMulticentreGrowth Reference Growth Reference

StudyStudy

Department of Nutrition

Page 39: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He
Page 40: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Main features of the new Main features of the new International Growth ReferenceInternational Growth Reference

Prescriptive (versus descriptive) referencePrescriptive (versus descriptive) reference

International sampleInternational sample

Breastfed infantsBreastfed infants

Healthy populations with unconstrained growthHealthy populations with unconstrained growth

WHO Multicentre Growth Reference Study

Page 41: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Anthropometric protocolsAnthropometric protocols

Anthropometric equipment

Training of field workers

Standardization sessions

Measurement techniques

Quality control during data collection(data verification, validation, completeness, etc.)

WHO Multicentre Growth Reference Study

Page 42: Methodological issues in the use of anthropometry for ......Source: 4th Report on the World Nutrition Situation. ACC/SCN, 2000. Source: Programme of Nutrition, WHO, 1998. Country He

Project timeline of the new international child growth standardsProject timeline of the new international child growth standards

1990 91 92 93 94 1995 96 97 98 99 2000 01 02 03 04 2005 06 07 08 09 2010

WHA Resolution (May 1994)

WHO Working Group on Infant Growth

WHO Working Group on Growth Reference

Protocol

WHO Expert Committee recommendation

(Nov 1993)

WHO Multicentre Growth Reference Study

Growth curves construction and testing

Field implementation (July 97) (Nov 03)

Growth Curves 2nd set

Growth Curves 1st set