The pointillism GWA plot


The experts in the field will immediately notice what I am suggesting here – an improved GWA plot that does not take into account p values alone but also effect sizes. I was experimenting some time with smile plots but finally ended with this bubble plot. Bubble size for 0.5<OR>2 is set to a minimum while all other ORs get increasing bubbles (BTW use for OR<1 a 1/OR transformation beforehand). Chromosomal colors are from a self defined palette using the colorRampPalette function in R which makes it look like pointillism art. The real question: Did the previous GWA p value screening miss some important effects? For example the important dot at x=4 and y=4?

 

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Common disease + common variant = common misunderstanding?

Three large studies on schizophrenia now all agree that rare structural variants (CNVs) have a causal role in disease causation – probably by affecting large regions at 1q21 and 15q11 that contain all some “neuro”-genes (Harvard, Decode, Seattle). There are two major points that let me wonder if these papers even mark a turning point in our understanding of genetic causes of human diseases that is largely influenced by the Chakravarti hypothesis of common disease and common variants (CDVC). The Seattle paper had the most clever comment on that

We propose an alternative model: that some mutations predisposing to schizophrenia are highly penetrant, individually rare, and of recent origin, even specific to single cases or families.

Continue reading Common disease + common variant = common misunderstanding?

 

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Fulchester graduates

Nature June, 19, 2008, has a nice correspondence: Fewer academics could be the answer to insufficient grants. A British author writes what many think but nobody wants to say. Read more about the country of Euphoria, his four universities, each with ten academics and the ambitious president of Fulchester … Unfortunately there is no proposal Continue reading Fulchester graduates

 

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WikiPathways

As somebody who is dealing most time with large datasets I always arrive at genes and proteins that I do not know. Using Biocarta, Keggs and other services in the past, I find the new WikiPathways exciting and hope that it will grow over the years. A companion paper in PLoS biology describes its roots in GenMAPP and the current work of the authors on bots that identifiy inconsistencies but also pick up loose ends. Hopefully I will find some time to work a bit on nuclear receptors, yea, yea.

 

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Dung hill counting

Wikipedia writes about Imre Lakatos the famous Hungarian mathematician and philosopher who graduated 1961 in Cambridge with “Essays in the Logic of Mathematical Discovery”

He showed that in some cases one research programme can be described as progressive while its rivals are degenerative. A progressive research programme is marked by its growth, along with the discovery of stunning novel facts, development of new experimental techniques, more precise predictions, etc. A degenerative research program is marked by lack of growth, or growth of the protective belt that does not lead to novel facts.

 

One of these degenerate research program relates to the hypothesis that farming protects you from allergy

E 2006:

There is increasing evidence that environmental exposures determining childhood illnesses operate early in life. Prenatal exposure to a farming environment through the mother might also play an important role … Both atopic sensitization … and the gene expression of receptors of innate immunity were strongly determined by maternal exposure to stables during pregnancy, whereas current exposures had much weaker or no effects … Each additional farm animal species increased the expression of TLR2, TLR4, and CD14 by a factor of 1.16

Keep in mind – it’s the farm animal.

K 2008:

Several epidemiological studies have shown that the farm environment impacts allergy protection mechanisms in children … In investigating the link between farming lifestyle and prevention of childhood allergy, we examined the prevalence of Listeria spp. in dust specimens from the environment of rural children … The dominant species found by culturing methods were L. innocua (n=12) and L. monocytogenes (n=8).

Sorry – it’s listeria.

K 2006:

There is increasing evidence that the farming environment has a protective effect as regards allergic diseases. Exposure to animal parasites, particularly helminth infections, is common in the farming environment. Exposure to nematodes, as determined by the levels of antibody to A. lumbricoides, was more frequent among farmers’ children than non-farmers’ children… This positive serology was found to be significantly associated with high total IgE levels … and eosinophilia.

Sorry again – it’s ascaris.


E 2007
:

In recent years, studies have shown a protective effect of being raised in a farm environment on the development of hay fever and atopic sensitization…Inverse relations with a diagnosis of asthma were found for pig keeping …, farm milk consumption …, frequent stay in animal sheds …, child’s involvement in haying …, and use of silage … Protective factors were related with higher expression levels of genes of the innate immunity.

Sorry, it’s everything: the pig, the milk, haying and silage.

W 2007:

Some studies in rural environments claimed an inverse association between consumption of farm-produced dairy products … Farm milk consumption ever in life showed a statistically significant inverse association with asthma… rhinoconjunctivitis … and sensitization to pollen and the food mix fx5 …, and sensitization to horse dander.

Hey, milky ways ahead something new: the horse!

K 2007:

There is still uncertainty about the determinants of atopic eczema … In multivariate analyses, helping with haying was the only variable related to a farming environment having a consistent inverse association with both current symptoms and a doctor’s diagnosis of AE.

Yes,  haying makes sense with hayfever.

W 2005:

An increasing number of studies report pet exposure to be associated with lower risk of asthma and allergies … Current contact with dogs was inversely associated with diagnosed hay fever (OR 0.26, 95% CI 0.11-0.57), diagnosed asthma (OR 0.29, 95% CI 0.12-0.71), sensitization…

Oh no, the dog.

V 2008:

Numerous epidemiologic studies have demonstrated an allergy-protective effect of farm life early in childhood …In vitro, B. licheniformis spores activated a T(H)1 cytokine expression profile. In vivo application of these spores resulted in less spore-specific but long-lasting immune activation preventing eosinophilia and goblet cell hyperplasia; however, they provoked an influx of neutrophils in lung tissue of asthmatic mice.

What about bacillus spores?

vM 2008

Contact with farm animals, at least in childhood, likely confers protection; other factors have not been completely identified. Also, the consumption of milk directly from the farm during childhood has been shown to be beneficial with respect to childhood asthma and allergies.

Ok, it is milk. Are you still readings here?

This week I am back with the most exciting research

Previous cross-sectional surveys have suggested that maternal exposure to animal sheds during pregnancy exerted a protective effect on atopic sensitization in children lasting until school age … Different sensitization patterns in cord blood of farm and nonfarm children were observed. In multivariable analysis consumption of boiled, but not unboiled, farm milk during pregnancy was positively associated with specific IgE to cow’s milk independently from maternal IgE.

This paper counts dung hills The authors even invent a new classification (sorry, not dung hill height but “50 m distance between dung hill and house”).

And did you also wonder why paternal history is no more a risk in thesel studies? There are only a few allergic parent due to healthy worker effect…
No adjustment for multiple testing “because it will lead to fewer errors of interpretation when the data under evaluation are not random numbers but actual observations on nature” That is one of the most stupid sentences I have ever read.

The overall response rate in this study is 32% and the strongest risk for cord blood IgE is maternal IgE. Is there any statistical model that can account for poor data by contamination of newborn cord blood with maternal IgE? And uhh, 32% response is that really a representative sample?

Did you notice that being a farm child now suddenly becomes a risk for seasonal sensitization (OR=1.18, NS) and food allergy as well (OR=1.25, NS)? And that farm milk consumption is suddenly a risk! for IgE to cow’s milk (OR=3.64, p=0.01)?

The mantra at the beginning at each of the abstract above is certainly necessary to let us believe in the rest of these papers.

Addendum 8/8/2008
Poster E3269: Prenatal exposure to a farm environment affects atopic sensitization at birth at ERS Berlin Tuesday, October 7, 2008.

Furthermore, inverse associations of CB IgE to seasonal allergens with positive maternal records for Toxoplasma (T.) gondii (adjusted odds ratio = 0.37 [0.17-0.81]) and rubella virus (adjusted odds ratio = 0.35 [0.13-0.96]) were found.

gotcha – Toxoplasma + Rubella.

Addendum 11/12/2009
a new paper & a new cowshed derived bacterium: Acinetobacter

Using the cowshed-derived bacterium Acinetobacter lwoffii F78 together with a mouse model of experimental allergic airway inflammation, this study investigated the hygiene hypothesis.

Addendum 28/2/2011
a new press release Eurotium

Mikrobielle Vielfalt allein reicht vermutlich allerdings nicht aus, um Asthma zu verhindern. Wahrscheinlich ist es eine Kombination spezifischer Arten, die eine Schutzwirkung entfalten kann. „Im gesamten untersuchten Spektrum fanden sich einige Keime, die besonders interessant sein könnten”, berichtet Ege, „dazugehören außer bestimmten Bazillen und Staphylokokken – etwa die Art Staphylococcus sciuri – auch Schimmelpilze der Gattung Eurotium.“

Addendum 1/1/2018
The research above has now lead to the highest German Science Prize, an honorary doctorate, an ERC advanced grant, a Leopoldina and Bavarian Academy membership.

 

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The unoffical list of the most underrated companies in Munich

The recent Munich city run B2Run offers some interesting (and largely accidential) insights into company philosophies.
There was a clear advice at which block you should start for a given target time – simply to avoid congestion. However, I noticed many slow runners Continue reading The unoffical list of the most underrated companies in Munich

 

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Tu vuò fà l’americano

Yesterday we had been in “Schloss Nymphenburg” for the “Serenade im Park“. I did not know about the close connection of Munich and Venice where even Gondolieres had been hired by the former Bavarian emperors… So it was quite natural to hear some Canzoni Napolitane, traditional songs like La Danza, Torna a Surriento, Santa Lucia while my favorite was “Tu vuò fà l’americano” by Maria Tselegidis, simply wonderful also the encore. My limited Italian did not allow to understand the Neapolitan dialect that says

Puorte’ o canzone cu’ ‘nu stemma arreto,
‘na cuppulella cu ‘a visiera aizata.
Passe scampanianno pè Tuleto
comme a’ nu guappo pe’ te fa guardà!

Tu vuò fa l’americano!
“mmericano! mmericano!”
Siente a me, chi t’ho fa fa?
Tu vuoi vivere alla moda
ma si bive “Wisky and soda”
po’ e sente ‘e disturbà.
Tu abballe ‘o “Rocco Roll”
tu giochi al “basebal”
ma ‘e solde pe’ Camel
chi te li fa?..
La borsetta di mammà!
Tu vuò fa l’americano
“mmericano! mmericano!”
ma si nato in Italy!
Siente a mme non ce stà niente a ffa
Okay, napolità!
Tu vuò fa l’american!
Tu vuò fa l’american!

Comme te po’ capì che te vò bene
si tu le parle ‘mmiezzo americano?
Quando se fa l’amore sott’a luna
comme te vene ‘capa e di “j love you!?”

which is about an Italian who imitates an American (see translation). Although I can’t replay the excellent performance of Maria Tselegidis here, there are several versions of ‘Tu vuò fà l’americano” at Youtube – the famous one with Sophia Loren, the Ripley variant and a talented amateur version. Or watch the Puppini Sisters:

What’s the connection to Science Surf? I know also a lot of European scientists “vuò fà l’americano”, yea, yea.

 

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Genome plots with Sigmaplot

Here are some instructions how to create genome coordinate plots with Sigmaplot. The Systat Sigmaplot FAQ recommends for this kind of figures “floating bars” that

can be created using two different mechanisms. If you just need a simple floating bar chart, you can use a box plot of two values per column. Enter the top and bottom ranges for your bars in each column, and then create a box plot…
If you need to create grouped, floating bar charts, you will need … a masking plot. Create a grouped bar chart, using the upper values of the bars. Create a second bar chart for the same graph (click the graph, then click the grouped bar chart icon from the Graph toolbar), this time, using the lower values of the bars.

None of these methods works with fill patterns. Also repeated segments (at the same level) are not possible.

So I have worked out therefore another method using a stacked bar plot:
(1) put in the first column an increasing value 1 … 10 (->gets Y axis)
(2) put into the second column zeros (->gets start set 1)
(3) third colum: first feature start (->gets end set 1)
(4) fourth column: zeros (->gets start set 2)
(5) fifth column: first feature end (->gets end set 2)
(6) and so on
(7) assign colors: white for start set 1, blue for start set 2, white for start set 3 and so on

You should then end up with a plot like this

 

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“Science advances in stages and no story is complete”

Sometimes we think we are alone with our difficulty of getting a good paper published. In lucid moments, however, we find others making the same experience- see a commentary in Science

The stress associated with publishing experimental results–a process that can take as long as obtaining the results in the first place–can drain much of the joy from practicing science Continue reading “Science advances in stages and no story is complete”

 

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