Exploring the effects of seasonality and chemical
pollution on the hepatopancreas transcriptome of the
Manila clam
MASSIMO MILAN,* † SERENA FERRARESSO,* CLAUDIO CIOFI, † GUIDO CHELAZZI, †
CLAUDIO CARRER, ‡ GIORGIO FERRARI, § LINO PAVAN, ¶ TOMASO PATARNELLO* and
LUCA BARGELLONI*
*Department of Comparative Biomedicine and Food Science, University of Padova, Viale dell’Universita ` 16, 35020 Legnaro
(PD), Italy, †Department of Evolutionary Biology, University of Florence, Via Romana 17, 50125 Florence, Italy, ‡Thetis S.P.A,
Laboratorio Centro Studi Microinquinanti Organici (C.S.M.O.). Magistrato alle Acque, Via Asconio Pediano, 9, 35127 Padova,
§Ufficio Tecnico per l’Antinquinamento, Magistrato alle Acque di Venezia, San Polo 737, Riva del Vin, 30125 Venezia, ¶G3
Industriale, Via Milano 18, 30020 Marcon (VE)
Abstract
The assessment of marine environmental health is a complex but fundamental task
both for ecosystem conservation and food safety related to the human consumption of
marine products. Manila clams inhabiting the Venice Lagoon constitute an excellent
case study for evaluating the effects of complex mixtures of industrial and urban efflu-
ents on aquatic organisms. Clams were collected in different seasons at four locations
within the Venice Lagoon. The sampling sites were characterized by a range of pollu-
tant concentrations and included Porto Marghera, a highly polluted industrial area
where clam harvesting for human consumption is strictly forbidden. Pooled soft
tissues were subjected to mass spectroscopy analysis to measure the concentrations of
PCDDs/PCDFs/PCBs-DL, PCBs, PBDEs, HCB and PAHs, and pooled digestive gland
samples were used for gene expression profiling. While seasonal variation was found
to be responsible for the largest proportion of transcriptional changes, significance
analysis of microarrays quantitative correlation analysis identified 162 transcripts that
were correlated with at least one class of chemicals measured in the samples from the
four different sampling sites. Prediction Analysis of Microarrays (PAM) identified a
minimal set of seven genes that correctly assigned samples collected in the restricted
polluted area (Porto Marghera), independent of the season in which they were
collected. An integrated approach combining transcriptomics and chemical analyses of
the Manila clam provided a global picture of how Manila clams respond to complex
mixtures of xenobiotics and their interplay with other biotic and abiotic factors. We
were also able to identify gene expression signatures for different classes of chemicals
and a set of robust biomarkers of exposure to these chemicals.
Keywords: biotechnology, ecotoxicology, invertebrates, molluscs, population ecology, transcri-
ptomics
Received 25 July 2012; revision received 21 December 2012; accepted 12 January 2013
Introduction
Monitoring the levels of pollutants and associated bio-
logical responses in sentinel species could play an
important role in environmental risk assessment and in
evaluating the impact of human activities on natural
habitats. Since the early 1970s, great efforts have been
devoted to investigating the biological effects of con-
taminants on aquatic organisms and to identifying bio-
markers of chemical exposure that could indicate
environmental quality and ensuing risks (e.g. Hagger
Correspondence: Massimo Milan, Fax: +39 049 8272973;
E-mail: massimo.milan@unipd.it
© 2013 Blackwell Publishing Ltd
Molecular Ecology (2013) doi: 10.1111/mec.12257