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Comparing traps, attractants and other mosquito sampling methods using the Latin Square Design Biogents AG Weissenburgstr. 22 93053 Regensburg, Germany www.biogents.com This work is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License. To view a copy of this license, visit http ://creativecommons.org/licenses/by-nc-sa/4.0/. Version 1.0 ROA 3 IV 2017

Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

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Page 1: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Comparing traps, attractants and other

mosquito sampling methods using the

Latin Square Design

Biogents AG

Weissenburgstr. 22

93053 Regensburg, Germany

www.biogents.com

This work is licensed under the Creative CommonsAttribution-NonCommercial-ShareAlike 4.0 International License. To view a copy of this license, visit

http://creativecommons.org/licenses/by-nc-sa/4.0/.

Version 1.0ROA

3 IV 2017

Page 2: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

2

Comparing the efficacy of different

mosquito trapping methods

In the following, we show how we at Biogents typically compare different trap types or attractantswhen we perform our research and development, orin our bench marking.

We show how we record the experimental data andhow we perform an initial data analysis using a function in Microsoft Excel, the pivot table.

Page 3: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Besides the trap or attractant, two factors mainlyinfluence catch numbers:Variablities due to (1) the location and(2) the day (i.e. weather). Such factors are called nuisance factors, and theyhave to be controlled (or blocked).

The experimental treatment which is compared is thedifferent trap types or attractants.

A very efficient design to block two sources ofnuisance and to compare different treatments is theLatin Square Design.

Page 4: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

How would we compare these different traps?

Page 5: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

30-50 m

30-50 m

Location A

Location C

Location B

30-50 m

Find a suitable moquitohabitat with locationsthat are at lesat 30 to50 meters apart fromeach other.

Page 6: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

3x3 Latin SquareDay 1

30-50 m

30-50 m

30-50 m

Location A

Location C

Location B

Page 7: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Location A

Location B

Location C

Day 1

Day 2

Day 3

7

3x3 Latin Square

Page 8: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

We can also include a Human Landing Catch..

Since we cannot have aHuman Landing Catch (HLC)period of an entire day, we canselect a time period that ismost interesting, for exampledawn, when most species aremost active.

*

*

Page 9: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

30-50 m

30-50 m

30-50 m

30-50 m

4x4 Latin SquareDay 1

Location A

Location DLocation C

Location B

Page 10: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Location A

Location B

Location C

Location D

Day 1

Day 2

Day 3

Day 4

10

4x4 Latin Square

Page 11: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 1- Day 1

Location A

Location DLocation C

Location B

Page 12: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording – but not not like this!

Date 1.5. 2.5.

Treatm. sp.1 sp.2 sp.3 … sp.1 sp.2 sp.3 …

BGS ## ## ## … ## ## …

HLC ## ## ## ... ## ## ## …

MM ## ## ## … ## ## ## …

CDC ## ## ## … ## ## ## …

Notes lorem

ipsum

dolor sit amet consect

.

Page 13: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording – for each variable, one column

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 …

Page 14: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 1

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS

1 1 1.5. B HLC

1 1 1.5. C MM

1 1 1.5. D CDC

Page 15: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 1: everything ok?

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS

1 1 1.5. B HLC

1 1 1.5. C MM

1 1 1.5. D CDC

Page 16: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 1: everything ok!

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y

1 1 1.5. B HLC Y

1 1 1.5. C MM Y

1 1 1.5. D CDC y

Page 17: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 1: catch data.

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y

1 1 1.5. B HLC Y

1 1 1.5. C MM Y

1 1 1.5. D CDC Y

Page 18: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 1: catch data.

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## Lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

Page 19: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 1 - Day 2

Location A

Location DLocation C

Location B

Page 20: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 2

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## Lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

1 2 2.5. A CDC

1 2 2.5. B BGS

1 2 2.5. C HLC

1 2 2.5. D MM

Page 21: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 2

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## Lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

1 2 2.5. A CDC Y

1 2 2.5. B BGS Y

1 2 2.5. C HLC Y

1 2 2.5. D MM Y

Page 22: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 2

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

1 2 2.5. A CDC Y ## ## ## ## amet,

1 2 2.5. B BGS Y ## ## ## ## consect

1 2 2.5. C HLC Y ## ## ## ## etur

1 2 2.5. D MM Y ## ## ## ## adipisci

Page 23: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 1- Day 3

30-50 m

Location A

Location C

Location B

Page 24: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 3

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

1 2 2.5. A CDC Y ## ## ## ## amet,

1 2 2.5. B BGS Y ## ## ## ## consect

1 2 2.5. C HLC Y ## ## ## ## etur

1 2 2.5. D MM Y ## ## ## ## adipisci

1 3 3.5. A MM Y

1 3 3.5. B CDC Y

1 3 3.5. C BGS Y

1 3 3.5. D HLC Y

Page 25: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 3

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

1 2 2.5. A CDC Y ## ## ## ## amet,

1 2 2.5. B BGS Y ## ## ## ## consect

1 2 2.5. C HLC Y ## ## ## ## etur

1 2 2.5. D MM Y ## ## ## ## adipisci

1 3 3.5. A MM Y ## ## ## ## elit,

1 3 3.5. B CDC Y ## ## ## ## sed

1 3 3.5. C BGS Y ## ## ## ## eiusmod

1 3 3.5. D HLC Y ## ## ## ## tempor

Page 26: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 1 - Day 4

Page 27: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 4

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

1 4 4.5. A HLC

1 4 4.5. B MM

1 4 4.5. C CDC

1 4 4.5. D BGS

Page 28: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 1- Day 4Malfunction

Location A

Location DLocation C

Location B

Page 29: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data recording in Excel, day 4 – malfunction of 1

trapRound Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

1 4 4.5. A HLC N incidunt

1 4 4.5. B MM N ut

1 4 4.5. C CDC N MALF.!

1 4 4.5. D BGS N labore

Page 30: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

1 4 4.5. A HLC N incidunt

1 4 4.5. B MM N ut

1 4 4.5. C CDC N MALF.!

1 4 4.5. D BGS N labore

Data recording in Excel, day 4 – malfunction of 1

trap

Page 31: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 1

Day 4 reloaded

Location A

Location DLocation C

Location B

Page 32: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

1 4 4.5. A HLC N ## ## ## ## incidunt

1 4 4.5. B MM N ## ## ## ## ut

1 4 4.5. C CDC N / / / / MALF.!

1 4 4.5. D BGS N ## ## ## ## labore

1 4 5.5. A HLC

1 4 5.5. B MM

1 4 5.5. C CDC

1 4 5.5. D BGS

Data recording in Excel, repetition of day 4

Page 33: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

1 4 4.5. A HLC N ## ## ## ## incidunt

1 4 4.5. B MM N ## ## ## ## ut

1 4 4.5. C CDC N / / / / MALF.!

1 4 4.5. D BGS N ## ## ## ## labore

1 4 5.5. A HLC Y

1 4 5.5. B MM Y

1 4 5.5. C CDC Y

1 4 5.5. D BGS Y

Data recording in Excel, repetition of day 4

Page 34: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

1 4 4.5. A HLC N ## ## ## ## incidunt

1 4 4.5. B MM N ## ## ## ## ut

1 4 4.5. C CDC N / / / / MALF.!

1 4 4.5. D BGS N ## ## ## ## labore

1 4 5.5. A HLC Y ## ## ## ## et

1 4 5.5. B MM Y ## ## ## ## dolore

1 4 5.5. C CDC Y ## ## ## ## magna

1 4 5.5. D BGS Y ## ## ## ## aliqua.

Data recording in Excel, repetition of day 4

Page 35: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Each collection method (treatment) has now

been tested on all four locations.

But four repetitions are normally not enough:

-> Round 2

(… and typically, a round 3 after that.)

Page 36: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

4x4 Latin SquareRound 2 - Day 1

Location A

Location DLocation C

Location B

Page 37: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Round Day Date Location Treatm. OK sp. 1 sp. 2 sp. 3 … indet. … Notes

1 1 1.5. A BGS Y ## ## ## ## lorem

1 1 1.5. B HLC Y ## ## ## ## ipsum

1 1 1.5. C MM Y ## ## ## ## dolor

1 1 1.5. D CDC Y ## ## ## ## sit

… … … … … … … … … … … …

2 1 8.5. A BGS Y ## ## ## ## Ut

2 1 8.5. B HLC Y ## ## ## ## enim

2 1 8.5. C MM Y ## ## ## ## ad

2 1 8.5. D CDC Y ## ## ## ## minim

2 2 9.5. A CDC

2 2 9.5. B BGS

2 2 9.5. C HLC

2 2 9.5. D MM

Data recording in Excel, round 2

Page 38: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

The Pivot Table Function of Excel is a quick and

handy tool for an initial look at the data.

First, select the data set you want to analyse.

Then go to „Insert“ and click on „Pivot Table“

Select „New Worksheet“ in the pop-up window.

The Pivot Table field list appears, where you can selectfactors to look at („fields“) and define what read-out youwant (e.g. the mean catch numbers).

Page 39: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

39

Here is an exampleof the protocol of a3x3 Latin Square Testwith 3 rounds – i.e.each trap was tested9 times.

Day 3 of round 3 hadto be repeated, asone trap was defect.Data from this daywill be excluded.

Page 40: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

First, we filter the data.

There was only one study (Study 1), but sometimesthere may be more studies that we may not want toinclude. So we filter the data for Study number 1.Drag the field `Study´ down to the area named FILTER.

And of course we want to only look at the days whereeverything was working properly, so we filter for thedata where, yes (Y), everything was OK.Therefore, also drag the field `OK´ down to the areanamed FILTER.

Page 41: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Now click on the symbols to the right and selectwhat you want to filter for.

In our example:

`1´ in the Study category, and

`Y´ in the OK category.

Page 42: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Next, we select what we want to compare.

Here, the different treatments we want to comparewere different trap types (Trap I, Trap II, Trap III).

Draw the category `Treatm.´ into the area calledROW LABELS.

Notice that a table appears which names thedifferenr treatments.

1ROW LABELS

Page 43: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Finally, let us look at the values we are interested in.

Here, it is the catch numbers of different species.

Thus, we draw the species we are interested in intothe area called VALUES.

By default, Excel will display these values as a sum.Since we normally want to see the means, click oneach to change the setting.

1

ROW LABELS VALUES

Page 44: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Data will also be displayed graphically.

In this example, you can see that Trap I wasespecially good at catching Species 2, but notat catching Species 1 and 3.

ROW LABELS VALUES

Page 45: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

Here, we added an ROW LABEL, the Location.

Each trap had been tested in three differentlocations (A, B, C). The mean number ofmosquitoes from the different species wassimilar in every locations; each trap typecaptured similar numbers at each location.This indicates the three locations weresimilar in mosquito productivity.

ROW LABELS VALUES

1

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46

A few words on the statistics that follow

After this initial analysis, transfer the data to your favouritestatistics program / statistician.

We usually use the ANOVA, for which the data first have totransformed (they are not normally distributed → log(x+1) transformation), followed by a post-hoc test (Tukey‘s test).

Alternatively, use non-parametric tests, e.g. theKruskal-Wallis test, and the Mann-Whitney U test.

Page 47: Comparing traps, attractants and other mosquito sampling ... · 4x4 Latin Square Round 1- Day 4 Malfunction Location A Location D Location C Location B. Data recording in Excel, day

This presentation is licensed under the Creative Commons

Attribution-NonCommercial-ShareAlike 4.0 International License.

To view a copy of this license, visit

http://creativecommons.org/licenses/by-nc-sa/4.0/.

You are free to:Share — copy and redistribute the material in any medium or formatAdapt — remix, transform, and build upon the materialBiogents AG cannot revoke these freedoms as long as you follow the license terms.

Under the following terms:Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.NonCommercial — You may not use the material for commercial purposes.ShareAlike — If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.No additional restrictions — You may not apply legal terms or technological measures that legally restrict others from doing anything the license permits.

Notices:You do not have to comply with the license for elements of the material in the public domain or where your use is permitted by an applicable exception or limitation.No warranties are given. The license may not give you all of the permissions necessary for your intended use. For example, other rights such as publicity, privacy, or moral rights may limit how you use the material.

Biogents AG, Germany