Biomedical Engineering Reference
In-Depth Information
P 3
P 3
P 1
P 1
P 2
P 2
Fig. 1.9 From probability density maps to toleranced models. ( a ) Three conformations of three
flexible molecules defining a fictitious assembly, and a probability density map whose color
indicates the probability of a given point to be covered by a random conformation—from low
( black pixels )tohigh( white pixels ) probabilities. ( b ) A toleranced model, where each toleranced
molecule consists of a set of pairs of concentric balls, inner and outer. Note that the three molecules
have been assigned to two groups corresponding to red and blue molecules, thus defining a bicolor
toleranced model
the so-called bicolor setting, which consists of segregating the p protein types into
two families: the red and the blue groups. Typically, the red group will refer to the
protein types involved in a TAP experiment or to those involved in a sub-complex.
Toleranced models. Let a toleranced ball B i ( c i ; r i ,r i ) be a pair of concentric
balls centered at c i ,the inner and outer balls of radii r i >r i , respectively.
Inner and outer balls are respectively meant to encode high confidence regions and
uncertain regions in a map. In order to deal with balls of intermediate size, we
introduce a parameter λ> 0 governing a growth process co nsi sting of linearly
interpolating and extrapolating the radii. That is, the grown ball B i [ λ ] stands for the
ball centered at c i and of radius:
r i ( λ )= r i
+ λ ( r i
− r i ) .
(1.7)
Note that for λ =0(resp. λ =1), the grown ball matches the inner (resp. outer) ball.
We d e fi n e a toleranced protein as a collection of toleranced balls, and a toleranced
assembly as a collection of t ole ranced proteins. For a given value of λ , a protein of
intermediate size is den oted P j [ λ ], and
F λ denotes the domain of the space-filling
diagram, that is
F λ = i B i [ λ ]= j P j [ λ ].Forafixed λ , the topology of the domain
F λ is of utmost interest: a connected component of this domain is called a complex ,
and the domain is called a mixture if it involves several complexes.
Similarlytothe α -shapes of Sect. 1.2.2 , a toleranced model defines a 1-parameter
family of shapes, except that the linear interpolation of the radius specified by
 
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