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Table 1 Whistle term definitions

From: Reverse causal reasoning: applying qualitative causal knowledge to the interpretation of high-throughput data

Term

Definition

HYP

A small, directed causal network comprised of a single upstream node representing a biological entity or process connected by a causal increase, decrease, or ambiguous edges to downstream nodes representing measured entities.

KAM

Knowledge Assembly Model. A knowledge base of biological cause-and-effect relationships in the form of a network.

Population

The set of measured RNA abundances present in the KAM and included in the possible for at least one HYP.

State changes

RNA abundances in the population assigned a state of significant increase or decrease, based on the data set.

Direction

Inferred state of the upstream node of a HYP, based on the states of the downstream nodes. Possible values are increased, decreased, and none.

Possible

The number of downstream nodes for a given HYP, representing measured RNA abundances.

Correct

The number of significantly increased or decreased downstream nodes for a given HYP that are consistent with the inferred direction.

Contra

The number of significantly increased or decreased downstream nodes for a given HYP that are inconsistent with the inferred direction.

Ambiguous

The number of significantly increased or decreased downstream nodes for a given HYP that are connected to the upstream node by an ambiguous edge.

Observed

The total number of significantly increased or decreased downstream nodes for a given HYP.

Richness

A HYP evaluation statistic characterizing the enrichment of significantly increased or decreased downstream nodes in a HYP relative to the population. Calculated using the hypergeometric distribution.

Concordance

A HYP evaluation statistic characterizing the consistency of significantly increased or decreased downstream nodes.