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Low probability and great potential damage – statistical comments on biomonitoring Carsten Lüring Kiel - 2010 www.bbe-moldaenke.de Why use Biomonitors? Fast and online detection of toxic substances Detection of known as well as unknown or unexpected toxic substances Massive reduction of efforts for chemical analysis Detection of rare events Prevention of high damage www.bbe-moldaenke.de Statistical proof of God’s existence Blaise Pascale (1623 - 1662) Belief in God No belief in God God exists God does not exist + ∞ (heaven) -C - ∞ (hell) 0 www.bbe-moldaenke.de The statistics of biomonitoring (2010) Monitoring No monitoring Toxic event No toxic events + ∞ (heaven) -C - ∞ (hell) 0 -> consider the use of biomonitoring www.bbe-moldaenke.de Organisms and Biomonitors daphnids algae luminescent bacteria mussels fish www.bbe-moldaenke.de Performance of a water monitoring instrument: Toxic event No toxic events Alarm 98% 0.1% No Alarm 2% 99.9% Question: What is the probability of a toxic event if an alarm is indicated? 1. ca. 99,9% 2. ca. 98% 3. ca. 5% 4. ca. 2% 5. I don’t know 6. Nobody knows www.bbe-moldaenke.de Performance of a medical test: You are travelling to a tropical country. After returning, you notice that some travellers - let´s say 1 of 1000 - are infected by a painful sickness. To check whether you are infected or not, a diagnostic test with the following performance is conducted: Test result: Infected Not infected Test: infected 99% 2% Test: not infected 1% 98% infected How high is the probability of infection? www.bbe-moldaenke.de Performance of a medical test: Infected Not infected Test: infected 99% 2% Test: not infected 1% 98% Your personal test result: infected How high is the probability of real infection? 1. ca. 99% 2. ca. 98% 3. ca. 5% 4. ca. 2% 5. I don’t know 6. Nobody knows www.bbe-moldaenke.de Result of the medical test: Your personal test result: infected How high is the probability of real infection? 1. ca. 99% 2. ca. 98% 3. ca. 5% 4. ca. 2% 5. I don’t know 6. Nobody knows www.bbe-moldaenke.de Result of the medical test: Example: Number of travellers: 100,000 Number of not infected travellers 99,900 Number of infected travellers Number of not infected travellers 100 with a false positive test Number of infected travellers with a positive test 99 Number of infected travellers with a false negative test Probability: 2,000 99 of 2,099 -> ca. 5% www.bbe-moldaenke.de 1 Consequence: Redo the test Your personal second test result: infected How high is the probability of real infection? 1. ca. 99% 2. ca. 98% 3. ca. 70% 4. ca. 35% 4. ca. 15% 5. I don’t know www.bbe-moldaenke.de Consequence: Redo the test Example: Number of travellers with a positive test: 2,099 Number of not infected travellers with a positive test: 2,000 Number of infected travellers with a positive test: 99 Number of not infected travellers with a second false positive test 40 Number of infected travellers with a second positive test 98 Number of infected travellers with a false negative test 1 Probability: 98 of 138 -> ca. 70% www.bbe-moldaenke.de Performance of a test: To answer the questions of the probability of being infected, 3 pieces of information are required: •Error of the test showing an infection although there is none •Error of the test showing no infection although there is an infection •A priori probability of the population Infected Not infected Test: infected 99% 2% Test: not infected 1% 98% A priori probability 1/1000 www.bbe-moldaenke.de Performance of a water monitoring instrument: Toxic event No toxic events Alarm 98% 0.1% No Alarm 2% 99.9% Question: What is the probability of a toxic event if an alarm is indicated? 1. ca. 99.9% 2. ca. 98% 3. ca. 5% 4. ca. 2% 5. I don’t know 6. Nobody knows www.bbe-moldaenke.de Performance of a single biomonitor at a river: Toxic event No toxic event 0.9900000 0.0000100 0.0100000 0.9999900 0.0000100 Alarm No Alarm A Priori Measurements per year Measurements per hour Number of correct alarms Number of false alarms Quota www.bbe-moldaenke.de 100000 11.416 0.990 1.000 0.497 Performance of 10 biomonitors in a drinking water supply system: Toxic event No toxic event 0.9900000 0.0001000 0.0100000 0.9999000 0.0000010 Alarm No Alarm A Priori Measurements per year Measurements per hour Number of correct alarms Number of false alarms Quota www.bbe-moldaenke.de 100000 11.416 0.099 10.000 0.010 Consequences for biomonitoring: •Double check in case of an alarm •Reduce the number of alarms although there is no toxin by enhancing the instrument Toxic event No toxic event 0.9900000 0.0000100 0.0100000 0.9999900 0.0000100 Alarm No Alarm A Priori Measurements per year Measurements per hour Number of correct alarms Number of false alarms Quota 100000 11.416 0.990 1.000 0.497 www.bbe-moldaenke.de Realization in bbe biomonitoring instruments: Reduce the number of alarms although there is no alarm by enhancing the instrument by: •using special alarm detection algorithms •using more than on parameter to detect an alarm - DaphTox / FTOX: 2-3 of the behavioural parameters need to be suspicious - ToxProtect: Activity and “swimming in the top row” •supervising the hardware for illegal states - Temperature - Flowrate - Function of heating / cooling devices - Status of the organisms www.bbe-moldaenke.de Double check in case of an alarm: Using 2 instruments of the same type BioMonitor A1 BioMonitor A2 -> expensive www.bbe-moldaenke.de Double check in case of an alarm: Using 2 instruments with different organisms Detecting a wider range of toxins Not usable for a double checking BioMonitor A BioMonitor A BioMonitor B BioMonitor B www.bbe-moldaenke.de Realization in bbe biomonitoring instruments: Double check in case of an alarm: DaphTox / FTOX: ToxProtect: Two chamber systems with parallel alarm evaluation Alarm evaluation by switching off the light Algae Toximeter: Redo the measurement 2 or 3 times www.bbe-moldaenke.de The bbe Daphnia Toximeter verification mechanism - current subjects of research Using the phototaxis of the daphnia for a second test Additional alternating blue light on the left and right side in case of alarm Horizontal distribution of daphnia by adding 5µg/l Pyrethrum PyrethrumZugabe 5µg/L www.bbe-moldaenke.de Ende PyrethrumZugabe Take home message: The lower the probability of a toxic event the more important is the use of a biomonitor with an automatic double check of the alarm. www.bbe-moldaenke.de Special thanks to: Dr. Hans-Hermann Dubben: Der Hund, der Eier legt www.bbe-moldaenke.de Many thanks for your attention www.bbe-moldaenke.de bbe MOLDAENKE GmbH Wildrosenweg 3 24119 Kiel-Kronshagen GERMANY Service-Hotline: ++49-431-380 40-40 Telefax: ++49-431-380 40-10 [email protected] http://www.bbe-moldaenke.de www.bbe-moldaenke.de