This paper describes the Transparent Access to Multiple Bioinformatics Info
rmation Sources project, known as TAMBIS, in which a domain ontology for mo
lecular biology and bioinformatics is used in a retrieval-based information
integration system for biologists. The ontology, represented using a descr
iption logic and managed by a terminology server, is used both to drive a v
isual query interface and as a global schema against which complex intersou
rce queries are expressed. These source-independent declarative queries are
then rewritten into collections of ordered source-dependent queries for ex
ecution by a middleware layer. In bioinformatics, the majority of data sour
ces are not databases but tools with limited accessible interfaces. The ont
ology helps manage the interoperation between these resources. The paper em
phasizes the central role that is played by the ontology in the system. The
project distinguishes itself from others in the following ways: the ontolo
gy, developed by a biologist, is substantial; the retrieval interface is so
phisticated; the description logic is managed by a sophisticated terminolog
y server. A full pilot application is available as a Java (TM) applet integ
rating five sources concerned with proteins. This pilot is currently underg
oing field trials with working biologists and is being used to answer real
questions in biology, one of which is used as a case study throughout the p
aper.