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Pre-marketing control of fresh fruits and vegetables to assure compliance with the buyers specifications Prof Dr. Árpád Ambrus Chair CCMAS

Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

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Page 1: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Pre-marketing control of fresh fruits and vegetables to assure compliance

with the buyers specifications

Prof Dr. Árpád Ambrus

Chair CCMAS

Page 2: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Objectives

• Interpret the maximum limits from the prospectives of producers and official control.

• Use of combined uncertainty for establishing action and decision limits by the producers and buyers, respectively.

• Illustrate the principles with practical examples.

Page 3: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Basic definitions – legal limits

• Maximum level (ML)

For contaminants, naturally occurring toxicants and nutrients, the maximum concentration of a substance recommended by the Codex Alimentarius Commission to be legally permitted in a given commodity. It applies to the avearge concentration of the chemical in samples meeting the minimum mass and sample size requirements

• Maximum residue limit (MRL, ML) for pesticide residues

The maximum concentration of a pesticide residue (expressed as milligrams per kilogram) to be legally permitted in or on food commodities and animal feed. MRLs for meat and poultry apply to a bulk sample derived from a single primary sample, whereas MRLs for plant products, eggs and dairy products apply to the average residue in a specified portion of the composite bulk sample derived from 1-10 primary samples..

Page 4: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Control of the commodities

There are two distinctly different situations which needs different sampling plans:

Premarketing self-control

• it has to be certified that at least a specified proportion of the product in terms of the minimum size and mass of bulk/laboratory sample complies with the legal limit

• the combined uncertainty including sampling uncertainty (CVR) shall be taken into account

Control of commodities on the market

• a lot is considered non-compliant if the measured analyte concentration corrected for recovery, where specified, minus the expanded uncertainty of the results are above the legal limit.

• the combined uncertainty of the measured concentration (CVL) shall only be taken into account (excluding the sampling uncertainty)

Page 5: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Illustration of the consideration of combined uncertainty of the measurement result

Legal limit

Market control

Pre-marketing self-control

1 2 3 4

1. Sampled lot does not comply with

the legal limit

2. The product is compliant

3. Product may not comply

with the specification. 4. Product

complies with the

specification.

Page 6: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Distributions of contaminants in food

If the measured value is compared to the legal limit the chance of wrongly declaring a lot to be compliant depends on the distribution of the measurand in the tested food. – if the tested commodity is homogenous in term of the

contaminant (aflatoxin M1 in milk), then the uncertainty of the analytical measurement (e.g. 15% for ELISA-based detection of aflatoxin M1) need only to be considered ;

– the pesticide residues in fruits and vegetables, and ochratoxin in pistachio are distributed approximately following lognormal distribution; in case of pesticide residues the CVR of 35-45% shall be taken into account.

– due to the very patchy distribution of aflatoxins in nuts, cereals, etc. their distribution can be best described with negative binominal function; the CVR around 60-70% can be expected.

Page 7: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

7

OBJECTIVE: Combined uncertainty of results (SRes) should be as low as practically posible

SSS LSs

22

Re

CVCVCV LSs

22

Re

CVCVCVCV ASpSSLc

222

Ring tests, proficiency tests and internal quality control provide information only for CVA What do we kow about the contribution of CVS, CVSS, CVSp ??

Page 8: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Sample size reduction CVSS

Page 9: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Sample size reduction

Courtesy of Perihan Yolci

Page 10: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Internal quality control

Regularly re-analyse replicate test portions at different time intervals.

Select replicate results which are within the 95% critical range.

10

RCD CVCC Ltyp8.2

minmax

RCD CVCC Ltyp3.3

minmax

2 replicates:

3 replicates

Page 11: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Determination of CVL

• Calculate their relative standard deviations from the results of replicate test portions :

Ri = 2(Ri1 –Ri2)/(Ri1+Ri2)

n

n

ii

Lab

RCV

2

1

2

= n (# : number of replicate

test portions)

11

For 2 replicates

Page 12: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Effect of particle size

Gy’s sampling RSD=CVSp

C: shape factor, d: upper 95% of particle size, MTp : extracted test portion, MAs : mass of homogenised portion of sample

Ingamells’ sampling constant: 2

s Tp SpK =M CV

MAS=1000 g MTp: 25g (F=0.039); 10g (F=0.099); 5g (F=0.199); 2 g (F=0.499)

Page 13: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

The effect of test portion size reduction

Test portion MTp [g]

Mass of laboratory sample (MLs) 1 kg 2 kg 5kg

Multiplying factor 1 15.2 15.1 15.0 2 7.6 7.5 7.5 5 3.0 3.0 3.0

10 1.5 1.5 1.5 15 1.0 1.0 1.0 25 0.6 0.6 0.6 50 0.3 0.3 0.3

Gy’s equation

Page 14: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

0

10

20

30

40

50

60

70

80

90

100

3

10

20

50

100

200

300

CV

Sp

(%

)

analytical portion mass (g)

Comparison of sample processing error with water mixing and dry grinding & mixing

Manual mixing

Mixing with water

14

Page 15: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Typical contribution of the steps of pesticide residues determination (CVR=0.38) to the combined uncertainty

Sampling 74%

Sample size reduction

6%

Sample processing

10%

Extraction 4%

Cleanup 4%

GC WLR 2%

The CVA is only 11%

Page 16: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Interpretation of measure values

Page 17: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Microbiological (inexpensive) tests

0%

20%

40%

60%

80%

100%

120%

0

2

4

6

8

10

12

14

Re

lati

ve fr

eq

uen

cy [%

]

Log scale

ML=50 ng/kg AL=40 ng/kg

Minimum 5 samples are tested and if all are below permitted cell cumber, then

the probablity of making wrong decision is 0.55 =0.0312= 3.1%

Page 18: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Relationship of AL and ML in case of determination of AFM1 in milk.

0%

20%

40%

60%

80%

100%

120%

0

2

4

6

8

10

12

14

10 20 30 40 50 60 70

Re

lati

ve fr

eq

uen

cy [%

]

AFM1 [ng/kg]

ML=50 ng/kg AL=40 ng/kg

Where the product to be tested can be considered homogeneous such as bulk milk, the sampling uncertainty is practically zero. In this case only the uncertainty of the analytical measurement (CVL) should be taken into account .

Page 19: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Residue distribution in primary and composite samples

0

0.02

0.04

0.06

0.08

0.1

0.12

0.14

0.16

0.18

0 5 10 15 20 25 30 35 40 45 50 55 60 65

Re

lati

ve fr

eq

ue

ncy

Residues [µg/kg]

primarysamples

n=5

n=10

n=25

Page 20: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Distribution of residues in apple composite samples.

If we compare contaminants/residues in composite samples to the ML/MRL we would make wrong decision in over 50-70% of the cases depending on the measurand and sample.

0%

20%

40%

60%

80%

100%

0

2

4

6

8

10

12

14

16

0.5 0.7 0.9 1.1 1.3 1.5 1.7 1.9 2.1 2.3

Relative frequency

Cumulative frequency

MRL

Comparison of mesured value to the MRL/ML

Page 21: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Relationship of the Action limit (AL) for testing and the decision limit (DL) for verifying compliance with an MRL

of 1 mg/kg of an apple lot.

Premarket control: Action limit

Post-market control: Decision limit (expanded uncertainty =2x SD, CV = 0.25 )

0

2

4

6

8

10

12

14

16

18

0 0.5 1 1.5 2 2.5 3 3.5

CVL ave=1.69; CV=0.25

CVR ave=0.43; CV=0.30

AL=0.4 mg/kg MRL=1 mg/kg

DL=2 mg/kg

Page 22: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Curve #1 Curve #2 Curve #3 Number of Laboratory Samples 1 2 2 Number of primary samples 10 10 10

CVL 0.15 0.15 1.5 CVS 0.642 0.642 0.642

Number of test portion analysed 1 2 3 Action Limit<= (mg/kg) Forced Action Limit<= (mg/kg) Calc. 0.048 0.088 0.0530 Action Limit<= (mg/kg) Implemented 0.048 0.088 0.0530 Accept Probability at MRL Calc. 0.020 0.020 0.020 Accept Probability at MRL Desired 0.020 0.020 0.020

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0

10

20

30

40

50

60

70

80

90

100

0 0.05 0.1 0.15 0.2 0.25 0.3

Pro

bab

ility

of A

ccep

tin

g Lo

t (%

)

Lot Pesticide Concentration (mg/kg)

(1) 1x10 primary samples, AL < 0.0486 mg/kg (2) 2x10 primary samples, AL < 0.0886 mg/kg

(3) 2x10 primary samples, AL < 0.053 mg/kg Legal Limit (MRL)

Page 24: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Examples of estimated action limits for selected pesticide residues

MRL mg/kg AL mg/kg

acephate 0.02* LD≤0.008

azoxystrobin 3 1.2

chlorpyrifos 0.05* LD≤0.02

cyfluthrin 0.1 0.04

difenoconazole 1 0.4

indoxacarb 0.3 0.12

tetradifon 0.01* LD≤0.004

Page 25: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Calculation of compliance of mycotoxin contamination taking into account the AL or

targeted complinace level Input data

Commodity - mycotoxin combination

Variability of measurand in composite samples.

Mass and number of laboratory sample

CVL of the laboratory analysis

Test portion size

Web based tool has been developed:

http://www.fstools.org/mycotoxins/.

Page 26: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Template for mycotoxins

Mycotoxin, Commodity Aflatoxin, Corn ,

Shelled Aflatoxin, Corn ,

Shelled Aflatoxin, Corn ,

Shelled

Laboratory Sample Size - ns (kg) = 10.00 10.00 10.00

Number Laboratory Samples - scnt

(#) = 2 3 4

Test Portion - nss (g) = 50 50 50

Number of aliquots - na = 1 1 1

Accept/Reject Limit (ng/g) = 2 2 2

Regulatory Limit (ng/g) = 5.0

The Mycotoxin Sampling Tool can be accessed at the following website address:

http://www.fstools.org/mycotoxins/. FAO encourages Codex members to use the tool. Feedback on the tool can be sent at [email protected] Additional references on related topics can be found on the web at http://www.bae.ncsu.edu/usda/www/whitaker1.htm

Page 27: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Practical examples

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 10

Pro

bab

ility

of A

ccep

tin

g L

ot

Lot Aflatoxin Concentration (ng/g)

Reg. Limit

#1 - 2 x 10 kg ≤ 2

#2 - 3 x 10 kg ≤ 2

#3 - 4 x 10 kg ≤ 2

#1 Aflatoxin, Corn , Shelled#2 Aflatoxin, Corn , Shelled#3 Aflatoxin, Corn , Shelled

AL =2 mg/kg

ML =5 mg/kg

Page 28: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Conclusions and recommendations

• The concept of the action limit can be applied for the verification of the compliance of a particular lot, or can be used within an early warning control programme.

• AL depends on CVR (n, p, ap, CVL) acceptable violation rate • The sample size (number of primary samples, total mass)

should correspond to that specified in relevant legislation. • Producers should define suitable control points when

appropriate action levels (Performance Criterion) can be applied.

• The sampling programme should be based on the precise definition of the sampling frame, weighting the potential risk associated with the production of a given product and the random sampling of the products all over the production cycle.

• Under such conditions the analytical results can be used to verify that the production is under control.

Page 29: Pre-marketing control of fresh fruits and vegetables to ... · CV Lc CV SS CV Sp CV A 2 2 2 Ring tests, proficiency tests and internal quality control provide information only for

Thank you for your attention.

Close collaboration of all stakeholders is required for limiting rejection of lots and

disputes in food trading