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Table 3 Inference rules for gene classification

From: CoMAGC: a corpus with multi-faceted annotations of gene-cancer relations

Rule #

CGE

CCS

IGE

PT

Gene class

1

increased

normal- >cancer

*

causality

oncogene

2

decreased

cancer- >normal

unidentifiable

causality

oncogene

3

decreased

cancer- >normal

up-regulated

*

oncogene

4

decreased

normal- >cancer

*

causality

tumor suppressor gene

5

increased

cancer- >normal

unidentifiable

causality

tumor suppressor gene

6

increased

cancer- >normal

down-regulated

*

tumor suppressor gene

7

*

normal- >cancer

*

observation

biomarker

8

*

cancer- >normal

unidentifiable

observation

biomarker

9

decreased

cancer- >cancer

up-regulated

observation

biomarker

10

increased

cancer- >cancer

down-regulated

observation

biomarker

  1. The rules are not symmetric to each other. For instance, Rule 4 states that a gene can be classified as a 'tumor suppressor gene’ when a decreased expression level of the gene causes cancer progression, regardless of the IGE value. Rule 2 is about a similar case, where a decreased expression level of a gene causes cancer regression. However, Rule 2 requires IGE to be 'unidentifiable’ to infer the gene as an 'oncogene’. Rule 3, not Rule 2, covers the case where CGE is 'up-regulated’ and PT is 'causality’. Also, Rule 2 does not cover the cases where IGE is 'down-regulated’ or 'unchanged’ since we expect such cases to be rarely reported in biology articles (cf. Section on Inference rule development). Rules 5 and 8 are designed in a similar way. The asterisk denotes all the pre-defined values for the corresponding concept.