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Adler, Clemens ; Ahammed, Zubayer ; Allgower, Chris ; Amonett, John ; Anderson, Bryon D. ; Anderson, Mike ; Averichev, Georgy S. ; Balewski, Jan ; Barannikova, Olga ; Barnby, Lee Stuart ; Baudot, Jérome ; Bekele, Selemon ; Belaga, Victoria Vladimirovna ; Bellwied, Rene ; Berger, Jens ; Bichsel, Hans ; Billmeier, Anja ; Bland, Leslie C. ; Blyth, Charles O. ; Bonner, Billy E. ; Boucham, Abdelkrim ; Brandin, Andrei V. ; Bravar, Alessandro ; Cadman, R. V. ; Caines, Helen Louise ; Calderón de la Barca Sánchez, Manuel ; Cardenas, Andrés ; Carroll, J. ; Castillo Castellanos, Javier Ernesto ; Castro, M. ; Cebra, Daniel A. ; Chaloupka, Petr ; Chattopadhyay, S. ; Chen, Y. ; Chernenko, S. P. ; Cherney, Michael Gerard ; Chikanian, Alexei ; Choi, B. ; Christie, William ; Coffin, Jean Pierre ; Cormier, Thomas Michael ; Cramer, John G. ; Crawford, Henry J. ; Deng, W. S. ; Derevschikov, Anatoly A. ; Didenko, Lidia ; Dietel, Thomas ; Draper, James E. ; Dunin, V. B. ; Dunlop, James C. ; Eckardt, Volker ; Efimov, Leonid G. ; Emelianov, V. ; Engelage, Jon M. ; Eppley, Geary Wareham ; Erazmus, Barbara Ewa ; Fachini, Patricia ; Faine, V. ; Faivre, Julien ; Filimonov, Kirill ; Finch, Evan ; Fisyak, Yuri V. ; Flierl, Dominik Bernhard ; Foley, K. J. ; Fu, J. ; Gagliardi, Carl A. ; Gagunashvili, N. ; Gans, J. ; Gaudichet, L. ; Germain, Marie ; Geurts, Frank ; Ghazikhanian, Vahe ; Grachov, Oleg A. ; Grigoriev, Vladislav A. ; Guedon, M. ; Gushin, E. ; Hallman, Timothy J. ; Hardtke, David H. ; Harris, John W. ; Henry, Thomas W. ; Heppelmann, Steven Francis ; Herston, T. ; Hippolyte, Boris ; Hirsch, Andrew S. ; Hjort, Eric ; Hoffmann, Gerald W. ; Horsley, M. ; Huang, Huan Zhong ; Humanic, Thomas J. ; Igo, George J. ; Ishihara, A. ; Ivanshin, Yu. I. ; Jacobs, Peter Martin ; Jacobs, William W. ; Janik, Michał ; Johnson, I. ; Jones, Peter Graham ; Judd, Eleanor G. ; Kaneta, Kaneta ; Kaplan, Morton ; Keane, Declan ; Kiryluk, Joanna ; Kisiel, Adam Ryszard ; Klay, Jennifer Lynn ; Klein, Spencer Robert ; Klyachko, A. ; Konstantinov, A. S. ; Kopytine, M. ; Kotchenda, L. ; Kovalenko, A. D. ; Kramer, M. ; Kravtsov, Peter ; Krueger, Keith William ; Kuhn, Christian Claude ; Kulikov, Anatoly I. ; Kunde, Gerd J. ; Kunz, Christopher Lee ; Kutuev, R. Kh. ; Kuznetsov, A. A. ; Lakehal-Ayat, L. ; Lamont, Matthew A. C. ; Landgraf, Jeffery M. ; Lange, S. ; Lansdell, Curtis Patrick Leon ; Lasiuk, Brian ; Laue, Frank ; Lauret, Jerome ; Lebedev, Alexei ; Lednický, Richard ; Leontiev, V. M. ; LeVine, Micheal J. ; Li, Q. ; Lindenbaum, Sam J. ; Lisa, Michael A. ; Liu, F. ; Liu, L. ; Liu, Z. ; Liu, Q. J. ; Ljubicic, Tonko A. ; Llope, William Joseph ; LoCurto, G. ; Long, H. ; Longacre, Ronald S. ; Lopez-Noriega, M. ; Love, William A. ; Ludlam, Thomas ; Lynn, David ; Ma, Jing-guo ; Majka, Richard Daniel ; Margetis, Spyridon ; Markert, Christina ; Martin, L. ; Marx, Jay N. ; Matis, Howard S. ; Matulenko, Yuri A. ; McShane, Tom S. ; Meissner, F. ; Melnick, Yu. ; Meščanin, Aleksei P. ; Messer, Matthias ; Miller, M. L. ; Milosevich, Z. ; Minaev, Nikolai G. ; Mitchell, J. ; Moiseenko, V. A. ; Moore, C. F. ; Morozov, V. ; de Moura, M. M. ; Munhoz, Marcelo Gameiro ; Nelson, John M. ; Nevski, P. ; Nikitin, Vladimir A. ; Nogach, Larisa V. ; Norman, B. ; Nurušev, Sandibek B. ; Odyniec, Grazyna Janina ; Ogawa, Akio ; Okorokov, Vitaly A. ; Oldenburg, Markus D. ; Olson, Douglas L. ; Paic, Guy ; Pandey, S. U. ; Panebratsev, Yuri ; Panitkin, Sergei Yurievich ; Pavlinov, A. I. ; Pawlak, Tomasz Jan ; Perevoztchikov, V. ; Peryt, Wiktor Stanislaw ; Petrov, V. A ; Planinic, Mirko ; Pluta, Jan Marian ; Porile, Norbert T. ; Porter, Jeffrey Brent ; Poskanzer, Arthur M. ; Potrebenikova, E. ; Prindle, Duncan J. ; Pruneau, Claude A. ; Putschke, Jörn H. ; Rai, Gulshan ; Rakness, Gregory L. ; Ravel, Olivier ; Ray, Robert L. ; Razin, Sergej V. ; Reichhold, Dennis Michael ; Reid, Jeffrey G. ; Renault, G. ; Retiere, Fabrice ; Ridiger, Alexey ; Ritter, Hans Georg ; Roberts, Jabus B. ; Rogachevski, O. V. ; Romero, Juan L. ; Rose, A. ; Roy, Christelle Sophie ; Rykov, Vladimir L. ; Sakrejda, Iwona ; Salur, Sevil ; Sandweiss, Jack H. ; Saulys, A. C. ; Savin, Igor A. ; Schambach, Joachim ; Scharenberg, Rolf Paul ; Schmitz, Norbert ; Schroeder, Lee S. ; Schüttauf, Andreas ; Schweda, Kai ; Seger, Janet Elizabeth ; Seliverstov, D. ; Seyboth, Peter ; Shahaliev, Ehtiram ; Shestermanov, Konstantin E. ; Shimanskii, S. S. ; Shvetcov, V. S. ; Skoro, Goran P. ; Smirnov, Nikolai ; Snellings, Raimond ; Sorensen, Paul Richard ; Sowinski, James ; Spinka, Harold. M. ; Srivastava, Brijesh Kumar ; Stephenson, Edward J. ; Stock, Reinhard ; Stolpovsky, Alexander ; Strichanov, Michail Nikolaevič ; Stringfellow, Blair ; Struck, Christof ; Suaide, Alexandre Alarcon do Passo ; Sugarbaker, Evan R. ; Suire, Christophe Pierre ; Šumbera, Michal ; Surrow, Bernd ; Symons, Timothy James MacNeil ; Toledo, Alejandro Szanto de ; Szarwas, Piotr ; Tai, An ; Takahashi, Jun ; Tang, Aihong ; Thomas, James H. ; Thompson, M. ; Tikhomirov, V. ; Tokarev, Mikhail V. ; Tonjes, Marguerite Belt ; Trainor, Thomas A. ; Trentalange, Stephen ; Tribble, Robert E. ; Trofimov, V. ; Tsai, Oleg D. ; Ullrich, Thomas ; Underwood, David G. ; Van Buren, Gene ; VanderMolen, A. M. ; Vasilevski, I. M. ; Vasiliev, Alexander Nikolaevich ; Vigdor, Steven E. ; Voloshin, Sergei ; Wang, F. ; Ward, H. ; Watson, J. W. ; Wells, R. ; Westfall, Gary D. ; Whitten, Charles A. ; Wieman, Howard ; Willson, Robert ; Wissink, Scott W. ; Witt, Richard ; Wood, J. ; Xu, N. ; Xu, Z. ; Yakutin, A. E. ; Yamamoto, E. ; Yang, J. ; Yepes, Pablo P. ; Yurevich, Vladimir Yurevich ; Zanevski, Y. V. ; Zborovský, I. ; Zhang, Haitao ; Zhang, W. M. ; Zoulkarneev, R. ; Zubarev, A. N.
Azimuthal anisotropy (v2) and two-particle angular correlations of high pT charged hadrons have been measured in Au+Au collisions at sqrt[sNN]=130 GeV for transverse momenta up to 6 GeV/c, where hard processes are expected to contribute significantly. The two-particle angular correlations exhibit elliptic flow and a structure suggestive of fragmentation of high pT partons. The monotonic rise of v2(pT) for pT<2 GeV/c is consistent with collective hydrodynamical flow calculations. At pT>3 GeV/c, a saturation of v2 is observed which persists up to pT=6 GeV/c.
Adler, Clemens ; Ahammed, Zubayer ; Allgower, Chris ; Amonett, John ; Anderson, Bryon D. ; Anderson, Mike ; Averichev, Georgy S. ; Balewski, Jan ; Barannikova, Olga ; Barnby, Lee Stuart ; Baudot, Jérome ; Bekele, Selemon ; Belaga, Victoria Vladimirovna ; Bellwied, Rene ; Berger, Jens ; Bichsel, Hans ; Billmeier, Anja ; Bland, Leslie C. ; Blyth, Charles O. ; Bonner, Billy E. ; Boucham, Abdelkrim ; Brandin, Andrei V. ; Bravar, Alessandro ; Cadman, R. V. ; Caines, Helen Louise ; Calderón de la Barca Sánchez, Manuel ; Cardenas, Andrés ; Carroll, J. ; Castillo Castellanos, Javier Ernesto ; Castro, M. ; Cebra, Daniel A. ; Chaloupka, Petr ; Chattopadhyay, S. ; Chen, Y. ; Chernenko, S. P. ; Cherney, Michael Gerard ; Chikanian, Alexei ; Choi, B. ; Christie, William ; Coffin, Jean Pierre ; Cormier, Thomas Michael ; Corral, M. M. ; Cramer, John G. ; Crawford, Henry J. ; Derevschikov, Anatoly A. ; Didenko, Lidia ; Dietel, Thomas ; Draper, James E. ; Dunin, V. B. ; Dunlop, James C. ; Eckardt, Volker ; Efimov, Leonid G. ; Emelianov, V. ; Engelage, Jon M. ; Eppley, Geary Wareham ; Erazmus, Barbara Ewa ; Fachini, Patricia ; Faine, V. ; Faivre, Julien ; Fatemi, Renee H. ; Filimonov, Kirill ; Finch, Evan ; Fisyak, Yuri V. ; Flierl, Dominik Bernhard ; Foley, K. J. ; Fu, J. ; Gagliardi, Carl A. ; Gagunashvili, N. ; Gans, J. ; Gaudichet, L. ; Germain, Marie ; Geurts, Frank ; Ghazikhanian, Vahe ; Grachov, Oleg A. ; Grigoriev, Vladislav A. ; Guedon, M. ; Gushin, E. ; Hallman, Timothy J. ; Hardtke, David H. ; Harris, John W. ; Henry, Thomas W. ; Heppelmann, Steven Francis ; Herston, T. ; Hippolyte, Boris ; Hirsch, Andrew S. ; Hjort, Eric ; Hoffmann, Gerald W. ; Horsley, M. ; Huang, Huan Zhong ; Humanic, Thomas J. ; Igo, George J. ; Ishihara, A. ; Ivanshin, Yu. I. ; Jacobs, Peter Martin ; Jacobs, William W. ; Janik, Michał ; Johnson, I. ; Jones, Peter Graham ; Judd, Eleanor G. ; Kaneta, Kaneta ; Kaplan, Morton ; Keane, Declan ; Kiryluk, Joanna ; Kisiel, Adam Ryszard ; Klay, Jennifer Lynn ; Klein, Spencer Robert ; Klyachko, A. ; Kollegger, Thorsten ; Konstantinov, A. S. ; Kopytine, M. ; Kotchenda, L. ; Kovalenko, A. D. ; Kramer, M. ; Kravtsov, Peter ; Krueger, Keith William ; Kuhn, Christian Claude ; Kulikov, Anatoly I. ; Kunde, Gerd J. ; Kunz, Christopher Lee ; Kutuev, R. Kh. ; Kuznetsov, A. A. ; Lakehal-Ayat, L. ; Lamont, Matthew A. C. ; Landgraf, Jeffery M. ; Lange, S. ; Lansdell, Curtis Patrick Leon ; Lasiuk, Brian ; Laue, Frank ; Lauret, Jerome ; Lebedev, Alexei ; Lednický, Richard ; Leontiev, V. M. ; LeVine, Micheal J. ; Li, Q. ; Lindenbaum, Sam J. ; Lisa, Michael A. ; Liu, F. ; Liu, L. ; Liu, Z. ; Liu, Q. J. ; Ljubicic, Tonko A. ; Llope, William Joseph ; LoCurto, G. ; Long, H. ; Longacre, Ronald S. ; Lopez-Noriega, M. ; Love, William A. ; Ludlam, Thomas ; Lynn, David ; Ma, Jing-guo ; Magestro, Daniel ; Majka, Richard Daniel ; Margetis, Spyridon ; Markert, Christina ; Martin, L. ; Marx, Jay N. ; Matis, Howard S. ; Matulenko, Yuri A. ; McShane, Tom S. ; Meissner, F. ; Melnick, Yu. ; Meščanin, Aleksei P. ; Messer, Matthias ; Miller, M. L. ; Milosevich, Z. ; Minaev, Nikolai G. ; Mitchell, J. ; Moore, C. F. ; Morozov, V. ; de Moura, M. M. ; Munhoz, Marcelo Gameiro ; Nelson, John M. ; Nevski, P. ; Nikitin, Vladimir A. ; Nogach, Larisa V. ; Norman, B. ; Nurušev, Sandibek B. ; Odyniec, Grazyna Janina ; Ogawa, Akio ; Okorokov, Vitaly A. ; Oldenburg, Markus D. ; Olson, Douglas L. ; Paic, Guy ; Pandey, S. U. ; Panebratsev, Yuri ; Panitkin, Sergei Yurievich ; Pavlinov, A. I. ; Pawlak, Tomasz Jan ; Perevoztchikov, V. ; Peryt, Wiktor Stanislaw ; Petrov, V. A ; Planinic, Mirko ; Pluta, Jan Marian ; Porile, Norbert T. ; Porter, Jeffrey Brent ; Poskanzer, Arthur M. ; Potrebenikova, E. ; Prindle, Duncan J. ; Pruneau, Claude A. ; Putschke, Jörn H. ; Rai, Gulshan ; Rakness, Gregory L. ; Ravel, Olivier ; Ray, Robert L. ; Razin, Sergej V. ; Reichhold, Dennis Michael ; Reid, Jeffrey G. ; Renault, G. ; Retiere, Fabrice ; Ridiger, Alexey ; Ritter, Hans Georg ; Roberts, Jabus B. ; Rogachevski, O. V. ; Romero, Juan L. ; Rose, A. ; Roy, Christelle Sophie ; Rykov, Vladimir L. ; Sakrejda, Iwona ; Salur, Sevil ; Sandweiss, Jack H. ; Savin, Igor A. ; Schambach, Joachim ; Scharenberg, Rolf Paul ; Schmitz, Norbert ; Schroeder, Lee S. ; Schüttauf, Andreas ; Schweda, Kai ; Seger, Janet Elizabeth ; Seliverstov, D. ; Seyboth, Peter ; Shahaliev, Ehtiram ; Shestermanov, Konstantin E. ; Shimanskii, S. S. ; Simon, F. ; Skoro, Goran P. ; Smirnov, Nikolai ; Snellings, Raimond ; Sorensen, Paul Richard ; Sowinski, James ; Spinka, Harold. M. ; Srivastava, Brijesh Kumar ; Stephenson, Edward J. ; Stock, Reinhard ; Stolpovsky, Alexander ; Strichanov, Michail Nikolaevič ; Stringfellow, Blair ; Struck, Christof ; Suaide, Alexandre Alarcon do Passo ; Sugarbaker, Evan R. ; Suire, Christophe Pierre ; Šumbera, Michal ; Surrow, Bernd ; Symons, Timothy James MacNeil ; Toledo, Alejandro Szanto de ; Szarwas, Piotr ; Tai, An ; Takahashi, Jun ; Tang, Aihong ; Thein, Dylan ; Thomas, James H. ; Thompson, M. ; Tikhomirov, V. ; Tokarev, Mikhail V. ; Tonjes, Marguerite Belt ; Trainor, Thomas A. ; Trentalange, Stephen ; Tribble, Robert E. ; Trofimov, V. ; Tsai, Oleg D. ; Ullrich, Thomas ; Underwood, David G. ; Van Buren, Gene ; VanderMolen, A. M. ; Vasilevski, I. M. ; Vasiliev, Alexander Nikolaevich ; Vigdor, Steven E. ; Voloshin, Sergei ; Wang, F. ; Ward, H. ; Watson, J. W. ; Wells, R. ; Westfall, Gary D. ; Whitten, Charles A. ; Wieman, Howard ; Willson, Robert ; Wissink, Scott W. ; Witt, Richard ; Wood, J. ; Xu, N. ; Xu, Z. ; Yakutin, A. E. ; Yamamoto, E. ; Yang, J. ; Yepes, Pablo P. ; Yurevich, Vladimir Yurevich ; Zanevski, Y. V. ; Zborovský, I. ; Zhang, Haitao ; Zhang, W. M. ; Zoulkarneev, R. ; Zubarev, A. N.
Azimuthal anisotropy (v2) and two-particle angular correlations of high pT charged hadrons have been measured in Au+Au collisions at sqrt[sNN]=130 GeV for transverse momenta up to 6 GeV/c, where hard processes are expected to contribute significantly. The two-particle angular correlations exhibit elliptic flow and a structure suggestive of fragmentation of high pT partons. The monotonic rise of v2(pT) for pT<2 GeV/c is consistent with collective hydrodynamical flow calculations. At pT>3 GeV/c, a saturation of v2 is observed which persists up to pT=6 GeV/c.
Adler, Clemens ; Ahammed, Zubayer ; Allgower, C. ; Amonett, J. ; Anderson, B.D. ; Anderson, M. ; Averichev, Georgy S. ; Balewski, J. ; Barannikova, O. ; Barnby, L.S. ; Baudot, J. ; Bekele, S. ; Belaga, V.V. ; Bellwied, Rene ; Berger, J. ; Bichsel, H. ; Billmeier, A. ; Bland, L.C. ; Blyth, C.O. ; Bonner, B.E. ; Boucham, A. ; Brandin, A. ; Bravar, A. ; Cadman, R.V. ; Caines, Helen Louise ; Calderón de la Barca Sánchez, Manuel ; Cardenas, A. ; Carroll, J. ; Castillo Castellanos, Javier Ernesto ; Castro, M. ; Cebra, D. ; Chaloupka, Petr ; Chattopadhyay, S. ; Chen, Y. ; Chernenko, S.P. ; Cherney, M. ; Chikanian, A. ; Choi, B. ; Christie, William ; Coffin, J.P. ; Cormier, T.M. ; Cramer, J.G. ; Crawford, H.J. ; Deng, W.S. ; Derevschikov, A.A. ; Didenko, L. ; Dietel, Thomas ; Draper, J.E. ; Dunin, V.B. ; Dunlop, J.C. ; Eckardt, V. ; Efimov, L.G. ; Emelianov, V. ; Engelage, J. ; Eppley, G. ; Erazmus, B. ; Fachini, P. ; Faine, V. ; Filimonov, K. ; Finch, E. ; Fisyak, Y. ; Flierl, D. ; Foley, K.J. ; Fu, J. ; Gagliardi, Carl A. ; Gagunashvili, N. ; Gans, J. ; Gaudichet, L. ; Germain, M. ; Geurts, F. ; Ghazikhanian, V. ; Grachov, O. ; Grigoriev, Vladislav A. ; Guedon, M. ; Gushin, E. ; Hallman, T.J. ; Hardtke, D. ; Harris, J.W. ; Henry, T.W. ; Heppelmann, S. ; Herston, T. ; Hippolyte, Boris ; Hirsch, A. ; Hjort, E. ; Hoffmann, Gerald W. ; Horsley, M. ; Huang, H.Z. ; Humanic, Thomas J. ; Igo, G. ; Ishihara, A. ; Ivanshin, Yu.I. ; Jacobs, P. ; Jacobs, W.W. ; Janik, M. ; Johnson, I. ; Jones, Peter Graham ; Judd, Eleanor G. ; Kaneta, M. ; Kaplan, M. ; Keane, Declan ; Kiryluk, J. ; Kisiel, A. ; Klay, J. ; Klein, S.R. ; Klyachko, A. ; Konstantinov, A.S. ; Kopytine, M. ; Kotchenda, L. ; Kovalenko, A.D. ; Kramer, M. ; Kravtsov, P. ; Krueger, Keith William ; Kuhn, C. ; Kulikov, A.I. ; Kunde, G.J. ; Kunz, C.L. ; Kutuev, R.Kh. ; Kuznetsov, A.A. ; Lakehal-Ayat, L. ; Lamont, Matthew A. C. ; Landgraf, J.M. ; Lange, S. ; Lansdell, C.P. ; Lasiuk, B. ; Laue, F. ; Lebedev, A. ; Lednický, R. ; Leontiev, V.M. ; LeVine, M.J. ; Li, Q. ; Lindenbaum, S.J. ; Lisa, Michael A. ; Liu, F. ; Liu, L. ; Liu, Z. ; Liu, Q.J. ; Ljubicic, T. ; Llope, W.J. ; LoCurto, G. ; Long, H. ; Longacre, R.S. ; Lopez-Noriega, M. ; Love, W.A. ; Ludlam, T. ; Lynn, D. ; Ma, J. ; Majka, R. ; Margetis, Spyridon ; Markert, Christina ; Martin, L. ; Marx, J. ; Matis, Howard S. ; Matulenko, Yu.A. ; McShane, T.S. ; Meissner, F. ; Melnick, Yu. ; Meschanin, A. ; Messer, M. ; Miller, M.L. ; Milosevich, Z. ; Minaev, N.G. ; Mitchell, J. ; Moiseenko, V.A. ; Moore, C.F. ; Morozov, V. ; de Moura, M.M. ; Munhoz, M.G. ; Nelson, J.M. ; Nevski, P. ; Nikitin, V.A. ; Nogach, L.V. ; Norman, B. ; Nurushev, S.B. ; Odyniec, G. ; Ogawa, A. ; Okorokov, Vitaly A. ; Oldenburg, M. ; Olson, D. ; Paic, Guy ; Pandey, S.U. ; Panebratsev, Y. ; Panitkin, S.Y. ; Pavlinov, A.I. ; Pawlak, T. ; Perevoztchikov, V. ; Peryt, W. ; Petrov, V.A. ; Planinic, M. ; Pluta, J. ; Porile, N. ; Porter, J. ; Poskanzer, A.M. ; Potrebenikova, E. ; Prindle, D. ; Pruneau, C. ; Putschke, Jörn H. ; Rai, G. ; Rakness, G. ; Ravel, O. ; Ray, R.L. ; Razin, S.V. ; Reichhold, D. ; Reid, Jeffrey G. ; Retiere, F. ; Ridiger, A. ; Ritter, H.G. ; Roberts, J.B. ; Rogachevski, O.V. ; Romero, J.L. ; Rose, A. ; Roy, C. ; Rykov, V. ; Sakrejda, I. ; Salur, Sevil ; Sandweiss, J. ; Saulys, A.C. ; Savin, I. ; Schambach, Joachim ; Scharenberg, R.P. ; Schmitz, N. ; Schroeder, L.S. ; Schüttauf, A. ; Schweda, Kai ; Seger, J. ; Seliverstov, D. ; Seyboth, P. ; Shahaliev, E. ; Shestermanov, K.E. ; Shimanskii, S.S. ; Shvetcov, V.S. ; Skoro, G. ; Smirnov, Nikolai ; Snellings, Raimond ; Sorensen, P. ; Sowinski, J. ; Spinka, Harold. M. ; Srivastava, B. ; Stephenson, E.J. ; Stock, Reinhard ; Stolpovsky, A. ; Strikhanov, M. ; Stringfellow, B. ; Struck, C. ; Suaide, Alexandre Alarcon do Passo ; Sugarbaker, E. ; Suire, Christophe Pierre ; Šumbera, Michal ; Surrow, Bernd ; Symons, T.J.M. ; Szanto de Toledo, A. ; Szarwas, P. ; Tai, A. ; Takahashi, Jun ; Tang, A.H. ; Thomas, James H. ; Thompson, M. ; Tikhomirov, V. ; Tokarev, M. ; Tonjes, M.B. ; Trainor, T.A. ; Trentalange, Stephen ; Tribble, Robert E. ; Trofimov, V. ; Tsai, Oleg D. ; Ullrich, Thomas ; Underwood, D.G. ; Van Buren, G. ; VanderMolen, A.M. ; Vasilevski, I.M. ; Vasiliev, A.N. ; Vigdor, S.E. ; Voloshin, S.A. ; Wang, Fuqiang ; Ward, H. ; Watson, J.W. ; Wells, R. ; Westfall, Gary D. ; Whitten, C. ; Wieman, H. ; Willson, R. ; Wissink, S.W. ; Witt, Richard ; Wood, J. ; Xu, N. ; Xu, Z. ; Yakutin, A.E. ; Yamamoto, E. ; Yang, J. ; Yepes, P. ; Yurevich, V.I. ; Zanevski, Y.V. ; Zborovský, I. ; Zhang, H. ; Zhang, W.M. ; Zoulkarneev, R. ; Zubarev, A.N.
Mid-rapidity transverse mass spectra and multiplicity densities of charged and neutral kaons are reported for Au + Au collisions at √sNN = 130 GeV at RHIC. The spectra are exponential in transverse mass, with an inverse slope of about 280 MeV in central collisions. The multiplicity densities for these particles scale with the negative hadron pseudo-rapidity density. The charged kaon to pion ratios are K+/π− = 0.161± 0.002(stat) ± 0.024(syst) and K−/π− = 0.146± 0.002(stat) ± 0.022(syst) for the most central collisions. The K+/π− ratio is lower than the same ratio observed at the SPS while the K−/π− is higher than the SPS result. The ratios are enhanced by about 50% relative to p + p and p¯ + p collision data at similar energies.
Anney, Richard ; Klei, Lambertus ; Pinto, Dalila ; Regan, Regina ; Conroy, Judith ; Magalhães, Tiago R. ; Correia, Catarina ; Abrahams, Brett S. ; Sykes, Nuala ; Pagnamenta, Alistair T. ; Almeida, Joana ; Bacchelli, Elena ; Bailey, Anthony J. ; Baird, Gillian ; Battaglia, Agatino ; Berney, Tom ; Bolshakova, Nadia ; Bölte, Sven ; Bolton, Patrick F. ; Bourgeron, Thomas ; Brennan, Sean ; Brian, Jessica ; Carson, Andrew R. ; Casallo, Guillermo ; Casey, Jillian ; Chu, Su H. ; Cochrane, Lynne ; Corsello, Christina ; Crawford, Emily L. ; Crossett, Andrew ; Dawson, Geraldine ; Jonge, Maretha de ; Delorme, Richard ; Drmic, Irene ; Duketis, Eftichia ; Duque, Frederico ; Estes, Annette ; Farrar, Penny ; Fernandez, Bridget A. ; Folstein, Susan E. ; Fombonne, Eric ; Freitag, Christine M. ; Gilbert, John ; Gillberg, Christopher ; Glessner, Joseph T. ; Goldberg, Jeremy ; Green, Jonathan ; Guter, Stephen J. ; Hakonarson, Hakon ; Heron, Elizabeth A. ; Hill, Matthew ; Holt, Richard ; Howe, Jennifer L. ; Hughes, Gillian ; Hus, Vanessa ; Igliozzi, Roberta ; Kim, Cecilia ; Klauck, Sabine M. ; Kolevzon, Alexander ; Korvatska, Olena ; Kustanovich, Vlad ; Lajonchere, Clara M. ; Lamb, Janine A. ; Laskawiec, Magdalena ; Leboyer, Marion ; Le Couteur, Ann ; Leventhal, Bennett L. ; Lionel, Anath C. ; Liu, Xiao-Qing ; Lord, Catherine ; Lotspeich, Linda ; Lund, Sabata C. ; Maestrini, Elena ; Mahoney, William ; Mantoulan, Carine ; Marshall, Christian R. ; McConachie, Helen ; McDougle, Christopher J. ; McGrath, Jane ; McMahon, William M. ; Melhem, Nadine M. ; Merikangas, Alison ; Migita, Ohsuke ; Minshew, Nancy J. ; Mirza, Ghazala K. ; Munson, Jeff ; Nelson, Stanley F. ; Noakes, Carolyn ; Noor, Abdul ; Nygren, Gudrun ; Oliveira, Guiomar ; Papanikolaou, Katerina ; Parr, Jeremy R. ; Parrini, Barbara ; Paton, Tara ; Pickles, Andrew ; Piven, Joseph ; Posey, David J. ; Poustka, Annemarie ; Poustka, Fritz ; Prasad, Aparna ; Ragoussis, Jiannis ; Renshaw, Katy ; Rickaby, Jessica ; Roberts, Wendy ; Roeder, Kathryn ; Roge, Bernadette ; Rutter, Michael L. ; Bierut, Laura Jean ; Rice, John P. ; Salt, Jeff ; Sansom, Katherine ; Sato, Daisuke ; Segurado, Ricardo ; Senman, Lili ; Shah, Naisha ; Sheffield, Val C. ; Soorya, Latha ; Sousa, Inês ; Stoppioni, Vera ; Strawbridge, Christina ; Tancredi, Raffaella ; Tansey, Katherine ; Thiruvahindrapduram, Bhooma ; Thompson, Ann P. ; Thomson, Susanne ; Tryfon, Ana ; Tsiantis, John ; Engeland, Herman van ; Vincent, John B. ; Volkmar, Fred ; Wallace, Simon ; Wang, Kai ; Wang, Zhouzhi ; Wassink, Thomas H. ; Wing, Kirsty ; Wittemeyer, Kerstin ; Wood, Shawn ; Yaspan, Brian L. ; Zurawiecki, Danielle ; Zwaigenbaum, Lonnie ; Betancur, Catalina ; Buxbaum, Joseph D. ; Cantor, Rita M. ; Cook, Edwin H. ; Coon, Hilary ; Cuccaro, Michael L. ; Gallagher, Louise ; Geschwind, Daniel H. ; Gill, Michael ; Haines, Jonathan L. ; Miller, Judith ; Monaco, Anthony P. ; Nurnberger, John I. ; Paterson, Andrew D. ; Pericak-Vance, Margaret Ann ; Schellenberg, Gerard D. ; Scherer, Stephen W. ; Sutcliffe, James S. ; Szatmari, Peter ; Vicente, Astrid M. ; Vieland, Veronica J. ; Wijsman, Ellen M. ; Devlin, Bernie ; Ennis, Sean ; Hallmayer, Joachim
Although autism spectrum disorders (ASDs) have a substantial genetic basis, most of the known genetic risk has been traced to rare variants, principally copy number variants (CNVs). To identify common risk variation, the Autism Genome Project (AGP) Consortium genotyped 1558 rigorously defined ASD families for 1 million single-nucleotide polymorphisms (SNPs) and analyzed these SNP genotypes for association with ASD. In one of four primary association analyses, the association signal for marker rs4141463, located within MACROD2, crossed the genome-wide association significance threshold of P < 5 × 10−8. When a smaller replication sample was analyzed, the risk allele at rs4141463 was again over-transmitted; yet, consistent with the winner's curse, its effect size in the replication sample was much smaller; and, for the combined samples, the association signal barely fell below the P < 5 × 10−8 threshold. Exploratory analyses of phenotypic subtypes yielded no significant associations after correction for multiple testing. They did, however, yield strong signals within several genes, KIAA0564, PLD5, POU6F2, ST8SIA2 and TAF1C.
Casey, Jillian P. ; Magalhães, Tiago R. ; Conroy, Judith M. ; Regan, Regina ; Shah, Naisha ; Anney, Richard ; Shields, Denis C. ; Abrahams, Brett S. ; Almeida, Joana ; Bacchelli, Elena ; Bailey, Anthony J. ; Baird, Gillian ; Battaglia, Agatino ; Berney, Tom ; Bolshakova, Nadia ; Bolton, Patrick F. ; Bourgeron, Thomas ; Brennan, Sean ; Cali, Phil ; Correia, Catarina ; Corsello, Christina ; Coutanche, Marc ; Dawson, Geraldine ; Jonge, Maretha de ; Delorme, Richard ; Duketis, Eftichia ; Duque, Frederico ; Estes, Annette ; Farrar, Penny ; Fernandez, Bridget A. ; Folstein, Susan E. ; Foley, Suzanne ; Fombonne, Eric ; Freitag, Christine M. ; Gilbert, John ; Gillberg, Christopher ; Glessner, Joseph T. ; Green, Jonathan ; Guter, Stephen J. ; Hakonarson, Hakon ; Holt, Richard ; Hughes, Gillian ; Hus, Vanessa ; Igliozzi, Roberta ; Kim, Cecilia ; Klauck, Sabine M. ; Kolevzon, Alexander ; Lamb, Janine A. ; Leboyer, Marion ; Le Couteur, Ann ; Leventhal, Bennett L. ; Lord, Catherine ; Lund, Sabata C. ; Maestrini, Elena ; Mantoulan, Carine ; Marshall, Christian R. ; McConachie, Helen ; McDougle, Christopher J. ; McGrath, Jane ; McMahon, William M. ; Merikangas, Alison ; Miller, Judith ; Minopoli, Fiorella ; Mirza, Ghazala K. ; Munson, Jeff ; Nelson, Stanley F. ; Nygren, Gudrun ; Oliveira, Guiomar ; Pagnamenta, Alistair T. ; Papanikolaou, Katerina ; Parr, Jeremy R. ; Parrini, Barbara ; Pickles, Andrew ; Pinto, Dalila ; Piven, Joseph ; Posey, David J. ; Poustka, Annemarie ; Poustka, Fritz ; Ragoussis, Jiannis ; Roge, Bernadette ; Rutter, Michael L. ; Sequeira, Ana F. ; Soorya, Latha ; Sousa, Inês ; Sykes, Nuala ; Stoppioni, Vera ; Tancredi, Raffaella ; Tauber, Maïté ; Thompson, Ann P. ; Thomson, Susanne ; Tsiantis, John ; Engeland, Herman van ; Vincent, John B. ; Volkmar, Fred ; Vorstman, Jacob A. S. ; Wallace, Simon ; Wang, Kai ; Wassink, Thomas H. ; White, Kathy ; Wing, Kirsty ; Wittemeyer, Kerstin ; Yaspan, Brian L. ; Zwaigenbaum, Lonnie ; Betancur, Catalina ; Buxbaum, Joseph D. ; Cantor, Rita M. ; Cook, Edwin H. ; Coon, Hilary ; Cuccaro, Michael L. ; Geschwind, Daniel H. ; Haines, Jonathan L. ; Hallmayer, Joachim ; Monaco, Anthony P. ; Nurnberger, John I. ; Pericak-Vance, Margaret Ann ; Schellenberg, Gerard D. ; Scherer, Stephen W. ; Sutcliffe, James S. ; Szatmari, Peter ; Vieland, Veronica J. ; Wijsman, Ellen M. ; Green, Andrew ; Gill, Michael ; Gallagher, Louise ; Vicente, Astrid M. ; Ennis, Sean
Autism spectrum disorder (ASD) is a highly heritable disorder of complex and heterogeneous aetiology. It is primarily characterized by altered cognitive ability including impaired language and communication skills and fundamental deficits in social reciprocity. Despite some notable successes in neuropsychiatric genetics, overall, the high heritability of ASD (~90%) remains poorly explained by common genetic risk variants. However, recent studies suggest that rare genomic variation, in particular copy number variation, may account for a significant proportion of the genetic basis of ASD. We present a large scale analysis to identify candidate genes which may contain low-frequency recessive variation contributing to ASD while taking into account the potential contribution of population differences to the genetic heterogeneity of ASD. Our strategy, homozygous haplotype (HH) mapping, aims to detect homozygous segments of identical haplotype structure that are shared at a higher frequency amongst ASD patients compared to parental controls. The analysis was performed on 1,402 Autism Genome Project trios genotyped for 1 million single nucleotide polymorphisms (SNPs). We identified 25 known and 1,218 novel ASD candidate genes in the discovery analysis including CADM2, ABHD14A, CHRFAM7A, GRIK2, GRM3, EPHA3, FGF10, KCND2, PDZK1, IMMP2L and FOXP2. Furthermore, 10 of the previously reported ASD genes and 300 of the novel candidates identified in the discovery analysis were replicated in an independent sample of 1,182 trios. Our results demonstrate that regions of HH are significantly enriched for previously reported ASD candidate genes and the observed association is independent of gene size (odds ratio 2.10). Our findings highlight the applicability of HH mapping in complex disorders such as ASD and offer an alternative approach to the analysis of genome-wide association data.
Anney, Richard ; Klei, Lambertus ; Pinto, Dalila ; Almeida, Joana ; Bacchelli, Elena ; Baird, Gillian ; Bolshakova, Nadia ; Bölte, Sven ; Bolton, Patrick F. ; Bourgeron, Thomas ; Brennan, Sean ; Brian, Jessica ; Casey, Jillian ; Conroy, Judith ; Correia, Catarina ; Corsello, Christina ; Crawford, Emily L. ; Jonge, Maretha de ; Delorme, Richard ; Duketis, Eftichia ; Duque, Frederico ; Estes, Annette ; Farrar, Penny ; Fernandez, Bridget A. ; Folstein, Susan E. ; Fombonne, Eric ; Gilbert, John ; Gillberg, Christopher ; Glessner, Joseph T. ; Green, Andrew ; Green, Jonathan ; Guter, Stephen J. ; Heron, Elizabeth A. ; Holt, Richard ; Howe, Jennifer L. ; Hughes, Gillian ; Hus, Vanessa ; Igliozzi, Roberta ; Jacob, Suma ; Kenny, Graham P. ; Kim, Cecilia ; Kolevzon, Alexander ; Kustanovich, Vlad ; Lajonchere, Clara M. ; Lamb, Janine A. ; Law-Smith, Miriam ; Leboyer, Marion ; Le Couteur, Ann ; Leventhal, Bennett L. ; Liu, Xiao-Qing ; Lombard, Frances ; Lord, Catherine ; Lotspeich, Linda ; Lotspeich, Linda ; Lund, Sabata C. ; Magalhães, Tiago R. ; Mantoulan, Carine ; McDougle, Christopher J. ; Melhem, Nadine M. ; Merikangas, Alison ; Minshew, Nancy J. ; Mirza, Ghazala K. ; Munson, Jeff ; Noakes, Carolyn ; Nygren, Gudrun ; Papanikolaou, Katerina ; Pagnamenta, Alistair T. ; Parrini, Barbara ; Paton, Tara ; Paton, Tara ; Pickles, Andrew ; Posey, David J. ; Poustka, Fritz ; Ragoussis, Jiannis ; Regan, Regina ; Roberts, Wendy ; Roeder, Kathryn ; Roge, Bernadette ; Rutter, Michael L. ; Schlitt, Sabine ; Shah, Naisha ; Sheffield, Val C. ; Soorya, Latha ; Sousa, Inês ; Stoppioni, Vera ; Sykes, Nuala ; Tancredi, Raffaella ; Thompson, Ann P. ; Thomson, Susanne ; Tryfon, Ana ; Tsiantis, John ; Engeland, Herman van ; Vincent, John B. ; Volkmar, Fred ; Vorstman, JAS ; Wallace, Simon ; Wing, Kirsty ; Wittemeyer, Kerstin ; Wood, Shawn ; Zurawiecki, Danielle ; Zwaigenbaum, Lonnie ; Bailey, Anthony J. ; Battaglia, Agatino ; Cantor, Rita M. ; Coon, Hilary ; Cuccaro, Michael L. ; Dawson, Geraldine ; Ennis, Sean ; Freitag, Christine M. ; Geschwind, Daniel H. ; Haines, Jonathan L. ; Klauck, Sabine M. ; McMahon, William M. ; Maestrini, Elena ; Miller, Judith ; Monaco, Anthony P. ; Nelson, Stanley F. ; Nurnberger, John I. ; Oliveira, Guiomar ; Parr, Jeremy R. ; Pericak-Vance, Margaret Ann ; Piven, Joseph ; Schellenberg, Gerard D. ; Scherer, Stephen W. ; Vicente, Astrid M. ; Wassink, Thomas H. ; Wijsman, Ellen M. ; Betancur, Catalina ; Buxbaum, Joseph D. ; Cook, Edwin H. ; Gallagher, Louise ; Gill, Michael ; Hallmayer, Joachim ; Paterson, Andrew D. ; Sutcliffe, James S. ; Szatmari, Peter ; Vieland, Veronica J. ; Hakonarson, Hakon ; Devlin, Bernie
While it is apparent that rare variation can play an important role in the genetic architecture of autism spectrum disorders (ASDs), the contribution of common variation to the risk of developing ASD is less clear. To produce a more comprehensive picture, we report Stage 2 of the Autism Genome Project genome-wide association study, adding 1301 ASD families and bringing the total to 2705 families analysed (Stages 1 and 2). In addition to evaluating the association of individual single nucleotide polymorphisms (SNPs), we also sought evidence that common variants, en masse, might affect the risk. Despite genotyping over a million SNPs covering the genome, no single SNP shows significant association with ASD or selected phenotypes at a genome-wide level. The SNP that achieves the smallest P-value from secondary analyses is rs1718101. It falls in CNTNAP2, a gene previously implicated in susceptibility for ASD. This SNP also shows modest association with age of word/phrase acquisition in ASD subjects, of interest because features of language development are also associated with other variation in CNTNAP2. In contrast, allele scores derived from the transmission of common alleles to Stage 1 cases significantly predict case status in the independent Stage 2 sample. Despite being significant, the variance explained by these allele scores was small (Vm< 1%). Based on results from individual SNPs and their en masse effect on risk, as inferred from the allele score results, it is reasonable to conclude that common variants affect the risk for ASD but their individual effects are modest.
Pinto, Dalila ; Delaby, Elsa ; Merico, Daniele ; Barbosa, Mafalda ; Merikangas, Alison ; Klei, Lambertus ; Thiruvahindrapuram, Bhooma ; Xu, Xiao ; Ziman, Robert ; Wang, Zhuozhi ; Vorstman, Jacob A. S. ; Thompson, Ann P. ; Regan, Regina ; Pilorge, Marion ; Pellecchia, Giovanna ; Pagnamenta, Alistair T. ; Oliveira, Bárbara ; Marshall, Christian R. ; Magalhães, Tiago R. ; Lowe, Jennifer K. ; Howe, Jennifer L. ; Griswold, Anthony J. ; Gilbert, John ; Duketis, Eftichia ; Dombroski, Beth A. ; Jonge, Maretha de ; Cuccaro, Michael L. ; Crawford, Emily L. ; Correia, Catarina T. ; Conroy, Judith ; Conceição, Inȇs C. ; Geburtig-Chiocchetti, Andreas ; Casey, Jillian P. ; Cai, Guiqing ; Cabrol, Christelle ; Bolshakova, Nadia ; Bacchelli, Elena ; Anney, Richard ; Gallinger, Steven ; Cotterchio, Michelle ; Casey, Graham ; Zwaigenbaum, Lonnie ; Wittemeyer, Kerstin ; Wing, Kirsty ; Wallace, Simon ; Engeland, Herman van ; Tryfon, Ana ; Thomson, Susanne ; Soorya, Latha ; Roge, Bernadette ; Roberts, Wendy ; Poustka, Fritz ; Mouga, Susana ; Minshew, Nancy J. ; McInnes, L. Alison ; McGrew, Susan G. ; Lord, Catherine ; Leboyer, Marion ; Le Couteur, Ann ; Kolevzon, Alexander ; González, Patricia Jiménez ; Jacob, Suma ; Holt, Richard ; Guter, Stephen J. ; Green, Jonathan ; Green, Andrew ; Gillberg, Christopher ; Fernandez, Bridget A. ; Duque, Frederico ; Delorme, Richard ; Dawson, Geraldine ; Chaste, Pauline ; Café, Cátia ; Brennan, Sean ; Bourgeron, Thomas ; Bolton, Patrick F. ; Bölte, Sven ; Bernier, Raphael ; Baird, Gillian ; Bailey, Anthony J. ; Anagnostou, Evdokia ; Almeida, Joana ; Wijsman, Ellen M. ; Vieland, Veronica J. ; Vicente, Astrid M. ; Schellenberg, Gerard D. ; Pericak-Vance, Margaret Ann ; Paterson, Andrew D. ; Parr, Jeremy R. ; Oliveira, Guiomar ; Nurnberger, John I. ; Monaco, Anthony P. ; Maestrini, Elena ; Klauck, Sabine M. ; Hakonarson, Hakon ; Haines, Jonathan L. ; Geschwind, Daniel H. ; Freitag, Christine M. ; Folstein, Susan E. ; Ennis, Sean ; Coon, Hilary ; Battaglia, Agatino ; Szatmari, Peter ; Sutcliffe, James S. ; Hallmayer, Joachim ; Gill, Michael ; Cook, Edwin H. ; Buxbaum, Joseph D. ; Devlin, Bernie ; Gallagher, Louise ; Betancur, Catalina ; Scherer, Stephen W.
Rare copy-number variation (CNV) is an important source of risk for autism spectrum disorders (ASDs). We analyzed 2,446 ASD-affected families and confirmed an excess of genic deletions and duplications in affected versus control groups (1.41-fold, p = 1.0 × 10(-5)) and an increase in affected subjects carrying exonic pathogenic CNVs overlapping known loci associated with dominant or X-linked ASD and intellectual disability (odds ratio = 12.62, p = 2.7 × 10(-15), ∼3% of ASD subjects). Pathogenic CNVs, often showing variable expressivity, included rare de novo and inherited events at 36 loci, implicating ASD-associated genes (CHD2, HDAC4, and GDI1) previously linked to other neurodevelopmental disorders, as well as other genes such as SETD5, MIR137, and HDAC9. Consistent with hypothesized gender-specific modulators, females with ASD were more likely to have highly penetrant CNVs (p = 0.017) and were also overrepresented among subjects with fragile X syndrome protein targets (p = 0.02). Genes affected by de novo CNVs and/or loss-of-function single-nucleotide variants converged on networks related to neuronal signaling and development, synapse function, and chromatin regulation.
Pati, Sarthak ; Baid, Ujjwal ; Edwards, Brandon ; Sheller, Micah ; Wang, Shih-Han ; Reina, G. Anthony ; Foley, Patrick ; Gruzdev, Alexey ; Karkada, Deepthi ; Davatzikos, Christos ; Sako, Chiharu ; Ghodasara, Satyam ; Bilello, Michel ; Mohan, Suyash ; Vollmuth, Philipp ; Brugnara, Gianluca ; Jayachandran Preetha, Chandrakanth ; Sahm, Felix ; Maier-Hein, Klaus ; Zenk, Maximilian ; Bendszus, Martin ; Wick, Wolfgang ; Calabrese, Evan ; Rudie, Jeffrey ; Villanueva-Meyer, Javier ; Cha, Soonmee ; Ingalhalikar, Madhura ; Jadhav, Manali ; Pandey, Umang ; Saini, Jitender ; Garrett, John ; Larson, Matthew ; Jeraj, Robert ; Currie, Stuart ; Frood, Russell ; Fatania, Kavi ; Huang, Raymond Y. ; Chang, Ken ; Balaña, Carmen ; Capellades, Jaume ; Puig, Josep ; Trenkler, Johannes ; Pichler, Josef ; Necker, Georg ; Haunschmidt, Andreas ; Meckel, Stephan ; Shukla, Gaurav ; Liem, Spencer ; Alexander, Gregory S. ; Lombardo, Joseph ; Palmer, Joshua D. ; Flanders, Adam E. ; Dicker, Adam P. ; Sair, Haris I. ; Jones, Craig K. ; Venkataraman, Archana ; Jiang, Meirui ; So, Tiffany Y. ; Chen, Cheng ; Heng, Pheng Ann ; Dou, Qi ; Kozubek, Michal ; Lux, Filip ; Michálek, Jan ; Matula, Petr ; Keřkovský, Miloš ; Kopřivová, Tereza ; Dostál, Marek ; Vybíhal, Václav ; Vogelbaum, Michael A. ; Mitchell, J. Ross ; Farinhas, Joaquim ; Maldjian, Joseph A. ; Bangalore Yogananda, Chandan Ganesh ; Pinho, Marco C. ; Reddy, Divya ; Holcomb, James ; Wagner, Benjamin C. ; Ellingson, Benjamin M. ; Cloughesy, Timothy F. ; Raymond, Catalina ; Oughourlian, Talia ; Hagiwara, Akifumi ; Wang, Chencai ; To, Minh-Son ; Bhardwaj, Sargam ; Chong, Chee ; Agzarian, Marc ; Falcão, Alexandre Xavier ; Martins, Samuel B. ; Teixeira, Bernardo Corrêa de Almeida ; Sprenger, Flávia ; Menotti, David ; Lucio, Diego R. ; LaMontagne, Pamela ; Marcus, Daniel ; Wiestler, Benedikt ; Kofler, Florian ; Ezhov, Ivan ; Metz, Marie ; Jain, Rajan ; Lee, Matthew ; Lui, Yvonne W. ; McKinley, Richard ; Slotboom, Johannes ; Radojewski, Piotr ; Meier, Raphael ; Wiest, Roland Gerhard Rudi ; Murcia, Derrick ; Fu, Eric ; Haas, Rourke ; Thompson, John ; Ormond, David Ryan ; Badve, Chaitra ; Sloan, Andrew E. ; Vadmal, Vachan ; Waite, Kristin ; Colen, Rivka R. ; Pei, Linmin ; Ak, Murat ; Srinivasan, Ashok ; Bapuraj, Jayapalli Rajiv ; Rao, Arvind ; Wang, Nicholas ; Yoshiaki, Ota ; Moritani, Toshio ; Turk, Sevcan ; Lee, Joonsang ; Prabhudesai, Snehal ; Morón, Fanny ; Mandel, Jacob ; Kamnitsas, Konstantinos ; Glocker, Ben ; Dixon, Luke V. M. ; Williams, Matthew ; Zampakis, Peter ; Panagiotopoulos, Vasileios ; Tsiganos, Panagiotis ; Alexiou, Sotiris ; Haliassos, Ilias ; Zacharaki, Evangelia I. ; Moustakas, Konstantinos ; Kalogeropoulou, Christina ; Kardamakis, Dimitrios M. ; Choi, Yoon Seong ; Lee, Seung-Koo ; Chang, Jong Hee ; Ahn, Sung Soo ; Luo, Bing ; Poisson, Laila ; Wen, Ning ; Tiwari, Pallavi ; Verma, Ruchika ; Bareja, Rohan ; Yadav, Ipsa ; Chen, Jonathan ; Kumar, Neeraj ; Smits, Marion ; Voort, Sebastian R. van der ; Alafandi, Ahmed ; Incekara, Fatih ; Wijnenga, Maarten M. J. ; Kapsas, Georgios ; Gahrmann, Renske ; Schouten, Joost W. ; Dubbink, Hendrikus J. ; Vincent, Arnaud J. P. E. ; Van den Bent, Martin J. ; French, Pim J. ; Klein, Stefan ; Yuan, Yading ; Sharma, Sonam ; Tseng, Tzu-Chi ; Adabi, Saba ; Niclou, Simone P. ; Keunen, Olivier ; Hau, Ann-Christin ; Vallières, Martin ; Fortin, David ; Lepage, Martin ; Landman, Bennett ; Ramadass, Karthik ; Xu, Kaiwen ; Chotai, Silky ; Chambless, Lola B. ; Mistry, Akshitkumar ; Thompson, Reid C. ; Gusev, Yuriy ; Bhuvaneshwar, Krithika ; Sayah, Anousheh ; Bencheqroun, Camelia ; Belouali, Anas ; Madhavan, Subha ; Booth, Thomas C. ; Chelliah, Alysha ; Modat, Marc ; Shuaib, Haris ; Dragos, Carmen ; Abayazeed, Aly ; Kolodziej, Kenneth ; Hill, Michael ; Abbassy, Ahmed ; Gamal, Shady ; Mekhaimar, Mahmoud ; Qayati, Mohamed ; Reyes, Mauricio ; Park, Ji Eun ; Yun, Jihye ; Kim, Ho Sung ; Mahajan, Abhishek ; Muzi, Mark ; Benson, Sean ; Beets-Tan, Regina G. H. ; Teuwen, Jonas ; Herrera-Trujillo, Alejandro ; Trujillo, Maria ; Escobar, William ; Abello, Ana Lorena ; Bernal, Jose ; Gómez, Jhon ; Choi, Joseph ; Baek, Stephen ; Kim, Yusung ; Ismael, Heba ; Allen, Bryan ; Buatti, John M. ; Kotrotsou, Aikaterini ; Li, Hongwei ; Weiss, Tobias ; Weller, Michael ; Bink, Andrea ; Pouymayou, Bertrand ; Shaykh, Hassan F. ; Saltz, Joel ; Prasanna, Prateek ; Shrestha, Sampurna ; Mani, Kartik M. ; Payne, David ; Kurc, Tahsin ; Pelaez, Enrique ; Franco-Maldonado, Heydy ; Loayza, Francis ; Quevedo Sacoto, Andrés Sebastián ; Guevara, Pamela ; Torche, Esteban ; Mendoza, Cristobal ; Vera, Franco ; Ríos, Elvis ; López, Eduardo ; Velastin, Sergio Alejandro ; Ogbole, Godwin ; Soneye, Mayowa ; Oyekunle, Dotun ; Odafe-Oyibotha, Olubunmi ; Osobu, Babatunde ; Shu’aibu, Mustapha ; Dorcas, Adeleye ; Dako, Farouk ; Simpson, Amber L. ; Hamghalam, Mohammad ; Peoples, Jacob J. ; Hu, Ricky ; Tran, Anh ; Cutler, Danielle ; Moraes, Fabio Y. ; Boss, Michael A. ; Gimpel, James ; Kattil Veettil, Deepak ; Schmidt, Kendall ; Bialecki, Brian ; Marella, Sailaja ; Price, Cynthia ; Cimino, Lisa ; Apgar, Charles ; Shah, Prashant ; Menze, Bjoern Holger ; Barnholtz-Sloan, Jill S. ; Martin, Jason ; Bakas, Spyridon
Pati, Sarthak ; Baid, Ujjwal ; Edwards, Brandon ; Sheller, Micah ; Wang, Shih-Han ; Reina, G. Anthony ; Foley, Patrick ; Gruzdev, Alexey ; Karkada, Deepthi ; Davatzikos, Christos ; Sako, Chiharu ; Ghodasara, Satyam ; Bilello, Michel ; Mohan, Suyash ; Vollmuth, Philipp ; Brugnara, Gianluca ; Jayachandran Preetha, Chandrakanth ; Sahm, Felix ; Maier-Hein, Klaus ; Zenk, Maximilian ; Bendszus, Martin ; Wick, Wolfgang ; Calabrese, Evan ; Rudie, Jeffrey ; Villanueva-Meyer, Javier ; Cha, Soonmee ; Ingalhalikar, Madhura ; Jadhav, Manali ; Pandey, Umang ; Saini, Jitender ; Garrett, John ; Larson, Matthew ; Jeraj, Robert ; Currie, Stuart ; Frood, Russell ; Fatania, Kavi ; Huang, Raymond Y. ; Chang, Ken ; Balaña, Carmen ; Capellades, Jaume ; Puig, Josep ; Trenkler, Johannes ; Pichler, Josef ; Necker, Georg ; Haunschmidt, Andreas ; Meckel, Stephan ; Shukla, Gaurav ; Liem, Spencer ; Alexander, Gregory S. ; Lombardo, Joseph ; Palmer, Joshua D. ; Flanders, Adam E. ; Dicker, Adam P. ; Sair, Haris I. ; Jones, Craig K. ; Venkataraman, Archana ; Jiang, Meirui ; So, Tiffany Y. ; Chen, Cheng ; Heng, Pheng Ann ; Dou, Qi ; Kozubek, Michal ; Lux, Filip ; Michálek, Jan ; Matula, Petr ; Keřkovský, Miloš ; Kopřivová, Tereza ; Dostál, Marek ; Vybíhal, Václav ; Vogelbaum, Michael A. ; Mitchell, J. Ross ; Farinhas, Joaquim ; Maldjian, Joseph A. ; Bangalore Yogananda, Chandan Ganesh ; Pinho, Marco C. ; Reddy, Divya ; Holcomb, James ; Wagner, Benjamin C. ; Ellingson, Benjamin M. ; Cloughesy, Timothy F. ; Raymond, Catalina ; Oughourlian, Talia ; Hagiwara, Akifumi ; Wang, Chencai ; To, Minh-Son ; Bhardwaj, Sargam ; Chong, Chee ; Agzarian, Marc ; Falcão, Alexandre Xavier ; Martins, Samuel B. ; Teixeira, Bernardo Corrêa de Almeida ; Sprenger, Flávia ; Menotti, David ; Lucio, Diego R. ; LaMontagne, Pamela ; Marcus, Daniel ; Wiestler, Benedikt ; Kofler, Florian ; Ezhov, Ivan ; Metz, Marie ; Jain, Rajan ; Lee, Matthew ; Lui, Yvonne W. ; McKinley, Richard ; Slotboom, Johannes ; Radojewski, Piotr ; Meier, Raphael ; Wiest, Roland Gerhard Rudi ; Murcia, Derrick ; Fu, Eric ; Haas, Rourke ; Thompson, John ; Ormond, David Ryan ; Badve, Chaitra ; Sloan, Andrew E. ; Vadmal, Vachan ; Waite, Kristin ; Colen, Rivka R. ; Pei, Linmin ; Ak, Murat ; Srinivasan, Ashok ; Bapuraj, Jayapalli Rajiv ; Rao, Arvind ; Wang, Nicholas ; Yoshiaki, Ota ; Moritani, Toshio ; Turk, Sevcan ; Lee, Joonsang ; Prabhudesai, Snehal ; Morón, Fanny ; Mandel, Jacob ; Kamnitsas, Konstantinos ; Glocker, Ben ; Dixon, Luke V. M. ; Williams, Matthew ; Zampakis, Peter ; Panagiotopoulos, Vasileios ; Tsiganos, Panagiotis ; Alexiou, Sotiris ; Haliassos, Ilias ; Zacharaki, Evangelia I. ; Moustakas, Konstantinos ; Kalogeropoulou, Christina ; Kardamakis, Dimitrios M. ; Choi, Yoon Seong ; Lee, Seung-Koo ; Chang, Jong Hee ; Ahn, Sung Soo ; Luo, Bing ; Poisson, Laila ; Wen, Ning ; Tiwari, Pallavi ; Verma, Ruchika ; Bareja, Rohan ; Yadav, Ipsa ; Chen, Jonathan ; Kumar, Neeraj ; Smits, Marion ; Voort, Sebastian R. van der ; Alafandi, Ahmed ; Incekara, Fatih ; Wijnenga, Maarten M. J. ; Kapsas, Georgios ; Gahrmann, Renske ; Schouten, Joost W. ; Dubbink, Hendrikus J. ; Vincent, Arnaud J. P. E. ; Van den Bent, Martin J. ; French, Pim J. ; Klein, Stefan ; Yuan, Yading ; Sharma, Sonam ; Tseng, Tzu-Chi ; Adabi, Saba ; Niclou, Simone P. ; Keunen, Olivier ; Hau, Ann-Christin ; Vallières, Martin ; Fortin, David ; Lepage, Martin ; Landman, Bennett ; Ramadass, Karthik ; Xu, Kaiwen ; Chotai, Silky ; Chambless, Lola B. ; Mistry, Akshitkumar ; Thompson, Reid C. ; Gusev, Yuriy ; Bhuvaneshwar, Krithika ; Sayah, Anousheh ; Bencheqroun, Camelia ; Belouali, Anas ; Madhavan, Subha ; Booth, Thomas C. ; Chelliah, Alysha ; Modat, Marc ; Shuaib, Haris ; Dragos, Carmen ; Abayazeed, Aly ; Kolodziej, Kenneth ; Hill, Michael ; Abbassy, Ahmed ; Gamal, Shady ; Mekhaimar, Mahmoud ; Qayati, Mohamed ; Reyes, Mauricio ; Park, Ji Eun ; Yun, Jihye ; Kim, Ho Sung ; Mahajan, Abhishek ; Muzi, Mark ; Benson, Sean ; Beets-Tan, Regina G. H. ; Teuwen, Jonas ; Herrera-Trujillo, Alejandro ; Trujillo, Maria ; Escobar, William ; Abello, Ana Lorena ; Bernal, Jose ; Gómez, Jhon ; Choi, Joseph ; Baek, Stephen ; Kim, Yusung ; Ismael, Heba ; Allen, Bryan ; Buatti, John M. ; Kotrotsou, Aikaterini ; Li, Hongwei ; Weiss, Tobias ; Weller, Michael ; Bink, Andrea ; Pouymayou, Bertrand ; Shaykh, Hassan F. ; Saltz, Joel ; Prasanna, Prateek ; Shrestha, Sampurna ; Mani, Kartik M. ; Payne, David ; Kurc, Tahsin ; Pelaez, Enrique ; Franco-Maldonado, Heydy ; Loayza, Francis ; Quevedo Sacoto, Andrés Sebastián ; Guevara, Pamela ; Torche, Esteban ; Mendoza, Cristobal ; Vera, Franco ; Ríos, Elvis ; López, Eduardo ; Velastin, Sergio Alejandro ; Ogbole, Godwin ; Soneye, Mayowa ; Oyekunle, Dotun ; Odafe-Oyibotha, Olubunmi ; Osobu, Babatunde ; Shu’aibu, Mustapha ; Dorcas, Adeleye ; Dako, Farouk ; Simpson, Amber L. ; Hamghalam, Mohammad ; Peoples, Jacob J. ; Hu, Ricky ; Tran, Anh ; Cutler, Danielle ; Moraes, Fabio Y. ; Boss, Michael A. ; Gimpel, James ; Kattil Veettil, Deepak ; Schmidt, Kendall ; Bialecki, Brian ; Marella, Sailaja ; Price, Cynthia ; Cimino, Lisa ; Apgar, Charles ; Shah, Prashant ; Menze, Bjoern Holger ; Barnholtz-Sloan, Jill S. ; Martin, Jason ; Bakas, Spyridon
Kennedy, Eamonn ; Vadlamani, Shashank ; Lindsey, Hannah M. ; Lei, Pui-Wa ; Jo-Pugh, Mary ; Adamson, Maheen ; Alda, Martin ; Alonso-Lana, Silvia ; Ambrogi, Sonia ; Anderson, Tim J. ; Arango, Celso ; Asarnow, Robert F. ; Avram, Mihai ; Ayesa-Arriola, Rosa ; Babikian, Talin ; Banaj, Nerisa ; Bird, Laura J. ; Borgwardt, Stefan ; Brodtmann, Amy ; Brosch, Katharina ; Caeyenberghs, Karen ; Calhoun, Vince D. ; Chiaravalloti, Nancy D. ; Cifu, David X. ; Crespo-Facorro, Benedicto ; Dalrymple-Alford, John C. ; Dams-O’Connor, Kristen ; Dannlowski, Udo ; Darby, David ; Davenport, Nicholas ; DeLuca, John ; Díaz-Caneja, Covadonga M. ; Disner, Seth G. ; Dobryakova, Ekaterina ; Ehrlich, Stefan ; Esopenko, Carrie ; Ferrarelli, Fabio ; Frank, Lea E. ; Franz, Carol ; Fuentes-Claramonte, Paola ; Genova, Helen ; Giza, Christopher C. ; Goltermann, Janik ; Grotegerd, Dominik ; Gruber, Marius ; Gutiérrez-Zotes, Alfonso ; Ha, Minji ; Haavik, Jan ; Hinkin, Charles ; Hoskinson, Kristen R. ; Hubl, Daniela ; Irimia, Andrei ; Jansen, Andreas ; Kaess, Michael ; Kang, Xiaojian ; Kenney, Kimbra ; Keřková, Barbora ; Khlif, Mohamed Salah ; Kim, Minah ; Kindler, Jochen ; Kircher, Tilo ; Knı́žková, Karolina ; Kolskår, Knut K. ; Krch, Denise ; Kremen, William S. ; Kuhn, Taylor ; Kumari, Veena ; Kwon, Jun Soo ; Langella, Roberto ; Laskowitz, Sarah ; Lee, Jungha ; Lengenfelder, Jean ; Liebel, Spencer W. ; Liou-Johnson, Victoria ; Lippa, Sara M. ; Løvstad, Marianne ; Lundervold, Astri ; Marotta, Cassandra ; Marquardt, Craig A. ; Mattos, Paulo ; Mayeli, Ahmad ; McDonald, Carrie R. ; Meinert, Susanne ; Melzer, Tracy R. ; Merchán Naranjo, Jessica ; Michel, Chantal ; Morey, Rajendra A. ; Mwangi, Benson ; Myall, Daniel J. ; Nenadić, Igor ; Newsome, Mary R. ; Nunes, Abraham ; O’Brien, Terence J. ; Oertel, Viola ; Ollinger, John ; Olsen, Alexander ; Ortiz Garcı́a de la Foz, Victor ; Ozmen, Mustafa ; Pardoe, Heath ; Parent, Marise ; Piras, Fabrizio ; Piras, Federica ; Pomarol-Clotet, Edith ; Repple, Jonathan ; Richard, Geneviève ; Rodriguez, Jonathan ; Rodriguez, Mabel ; Rootes-Murdy, Kelly ; Rowland, Jared ; Ryan, Nicholas P. ; Salvador, Raymond ; Sanders, Anne-Marthe ; Schmidt, André ; Soares, Jair C. ; Spalleta, Gianfranco ; Španiel, Filip ; Stasenko, Alena ; Stein, Frederike ; Straube, Benjamin ; Thames, April ; Thomas-Odenthal, Florian ; Thomopoulos, Sophia I. ; Tone, Erin ; Torres, Ivan ; Troyanskaya, Maya ; Turner, Jessica A. ; Ulrichsen, Kristine M. ; Umpierrez, Guillermo ; Vilella, Elisabet ; Vivash, Lucy ; Walker, William C. ; Werden, Emilio ; Westlye, Lars T. ; Wild, Krista ; Wroblewski, Adrian ; Wu, Mon-Ju ; Wylie, Glenn R. ; Yatham, Lakshmi N. ; Zunta-Soares, Giovana B. ; Thompson, Paul M. ; Tate, David F. ; Hillary, Frank G. ; Dennis, Emily L. ; Wilde, Elisabeth A.
Investigators in the cognitive neurosciences have turned to Big Data to address persistent replication and reliability issues by increasing sample sizes, statistical power, and representativeness of data. While there is tremendous potential to advance science through open data sharing, these efforts unveil a host of new questions about how to integrate data arising from distinct sources and instruments. We focus on the most frequently assessed area of cognition - memory testing - and demonstrate a process for reliable data harmonization across three common measures. We aggregated raw data from 53 studies from around the world which measured at least one of three distinct verbal learning tasks, totaling N = 10,505 healthy and brain-injured individuals. A mega analysis was conducted using empirical bayes harmonization to isolate and remove site effects, followed by linear models which adjusted for common covariates. After corrections, a continuous item response theory (IRT) model estimated each individual subject’s latent verbal learning ability while accounting for item difficulties. Harmonization significantly reduced inter-site variance by 37% while preserving covariate effects. The effects of age, sex, and education on scores were found to be highly consistent across memory tests. IRT methods for equating scores across AVLTs agreed with held-out data of dually-administered tests, and these tools are made available for free online. This work demonstrates that large-scale data sharing and harmonization initiatives can offer opportunities to address reproducibility and integration challenges across the behavioral sciences.