Using spatio-temporal surveillance data to test the infectious environment of children before type 1 diabetes diagnosis

• Pierre Bougnères ,

  * E-mail: pierre.bougneres@inserm.fr

  Affiliations Department of Pediatric Endocrinology, Bicêtre Hospital, Paris Sud University, AP-HP, Le Kremlin Bicêtre, France, Inserm U1169, Paris Sud University, Le Kremlin Bicêtre, France

  http://orcid.org/0000-0003-0017-4572

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• Sophie Le Fur,

  Affiliations Department of Pediatric Endocrinology, Bicêtre Hospital, Paris Sud University, AP-HP, Le Kremlin Bicêtre, France, Inserm U1169, Paris Sud University, Le Kremlin Bicêtre, France

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• Isis-Diab collaborative group ,

  ¶Membership of the Isis-Diab collaborative group is provided in the Acknowledgments.

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• Sophie Valtat,

  Affiliation Department of Pediatric Endocrinology, Bicêtre Hospital, Paris Sud University, AP-HP, Le Kremlin Bicêtre, France

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• Yoichiro Kamatani,

  Affiliation Center for Integrative Medical Sciences, RIKEN, Laboratory for Statistical Analysis, Kanagawa, Japan

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• Mark Lathrop,

  Affiliation Centre National de Génotypage, Evry, France, and Génome Québec Innovation Centre, McGill University, Montréal (Québec), Canada

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• Alain-Jacques Valleron

  Affiliation Inserm U1169, Paris Sud University, Le Kremlin Bicêtre, France

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