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Pairwise compatibility graph

Pairwise compatibility graph is a biology topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Pairwise compatibility graph rather than just read about it. In short: In graph theory, a graph G {\displaystyle G} is a pairwise compatibility graph (PCG) if there exists a weighted tree T {\displaystyle T} and two non-negative real numbers d m i n ≤ d m a x {\displaystyle d_{min}\leq d_{max}} such that each node u ′ {\displaystyle u'} of G {\displaystyle G} has a one-to-one mapping with a leaf node u {\displaystyle u} of T {\displaystyle T} such that two nodes u ′ {\displaystyle u'}…

Pairwise compatibility graph — main illustration
Pairwise compatibility graph — illustration

Key takeaways

  • Pairwise compatibility graph belongs to biology; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Pairwise compatibility graph to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Pairwise compatibility graph from memory before moving on to harder problems.

Reference excerpt

In graph theory, a graph G {\displaystyle G} is a pairwise compatibility graph (PCG) if there exists a weighted tree T {\displaystyle T} and two non-negative real numbers d m i n ≤ d m a x {\displaystyle d_{min}\leq d_{max}} such that each node u ′ {\displaystyle u'} of G {\displaystyle G} has a one-to-one mapping with a leaf node u {\displaystyle u} of T {\displaystyle T} such that two nodes u ′ {\displaystyle u'} and v ′ {\displaystyle v'} are adjacent in G {\displaystyle G} if and only if the distance between u {\displaystyle u} and v {\displaystyle v} are in the interval [ d m i n , d m a x ] {\displaystyle [d_{min},d_{max}]} . The subclasses of PCG include graphs of at most seven vertices, cycles, forests, complete graphs, interval graphs and ladder graphs. However, there is a graph with eight vertices that is known not to be a PCG.

Relationship to phylogenetics Pairwise compatibility graphs were first introduced by Paul Kearney, J. Ian Munro and Derek Phillips in the context of phylogeny reconstruction. When sampling from a phylogenetic tree, the task of finding nodes whose path distance lies between given lengths d m i n ≤ d m a x {\displaystyle d_{min}\leq d_{max}} is equivalent to finding a clique in the associated PCG.

Complexity The computational complexity of deciding whether an arbitrary graph is a PCG is NP-complete. Additionally, the related problem of finding for a graph G {\displaystyle G} and a selection of non-edge relations S {\displaystyle S} a PCG containing G {\displaystyle G} as a subgraph and with none of the edges in S {\displaystyle S} is known to be NP-hard. The task of finding nodes in a tree whose path distances lie between d m i n {\displaystyle d_{min}} and d m a x {\displaystyle d_{max}} is known to be solvable in polynomial time. Therefore, if the tree could be recovered from a PCG in polynomial time, then the clique problem on PCGs would be polynomial too. As of 2020, neither of these complexities is known.

References

Illustrations

Pairwise compatibility graph illustration

Worked examples

Example 1 — a first encounter with Pairwise compatibility graph

Start with the simplest possible case. Write down what Pairwise compatibility graph claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In biology, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Pairwise compatibility graph before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Pairwise compatibility graph ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Pairwise compatibility graph

In research
Pairwise compatibility graph appears in biology research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Pairwise compatibility graph in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Pairwise compatibility graph is common in secondary-school and first-year university syllabi. It links to neighbouring topics Computational phylogenetics, Graph families, so understanding it makes those chapters shorter.
In everyday life
Look for Pairwise compatibility graph outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Pairwise compatibility graph in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Pairwise compatibility graph means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Pairwise compatibility graph out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Pairwise compatibility graph in simple terms?

In graph theory, a graph G {\displaystyle G} is a pairwise compatibility graph (PCG) if there exists a weighted tree T {\displaystyle T} and two non-negative real numbers d m i n ≤ d m a x {\displaystyle d_{min}\leq d_{max}} such that each node u ′ {\displaystyle u'} of G {\displaystyle G} has a on…

Why does Pairwise compatibility graph matter?

Because it connects several biology ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Pairwise compatibility graph?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Pairwise compatibility graph.

Tags

  • Computational phylogenetics
  • Graph families

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