A primer on the use of machine learning to distil knowledge from data in biological psychiatry

- Quinn, Thomas P., Hess, Jonathan L., Breen, Michael S., Barnett, Eric J., Zhang-James, Yanli, Ahsen, Mehmet Eren, Cao, Han, Chen, Junfang, Hou, Jiahui, Salekin, Asif, Lin, Ping-I, Nicodemus, Kristin K., Marshe, Victoria S., Meyer-Lindenberg, Andreas, Bichindaritz, I, Faraone, SV, Cairns, Murray J., Pandey, G, Müller, DJ, Glatt, SJ, Barnett, Michelle M., Hauschild, Anne-Christin, Maciukiewicz, Malgorzata, Elsheikh, Samar S. M., Men, Xiaoyu, Schwarz, Emanuel, Trakadis, Yannis J.

Connectome architecture shapes large-scale cortical alterations in schizophrenia: a worldwide ENIGMA study

- Georgiadis, Foivos, Larivière, Sara, Cairns, Murray J., Michie, Patricia T., Rasser, Paul E., Catts, Stanley, Tooney, Paul, Scott, Rodney J., Schall, Ulrich, Carr, Vaughan, Quidé, Yann, Krug, Axel, Glahn, David, Stein, Frederike, Nenadić, I, Brosch, K, Kircher, T, Gur, R, Satterthwaite, TD, Karuk, A, Pomarol-Clotet, E, Radua, J, Hong, L. Elliot, Fuentes-Claramonte, P, Salvador, R, Spalletta, G, Voineskos, Aristotle, Sim, K, Crespo-Facorro, B, Tordesillas Gutiérrez, D, Ehrlich, S, Crossley, N, Grotegerd, D, Kochunov, Peter, Repple, J, Lencer, R, Dannlowski, U, Calhoun, V, Rootes-Murdy, K, Demro, C, Ramsay, IS, Sponheim, SR, Schmidt, A, Borgwardt, S, Mowry, Bryan, Tomyshev, A, Lebedeva, I, Höschl, C, Spaniel, F, Preda, A, Nguyen, D, Uhlmann, A, Stein, DJ, Howells, F, Temmingh, HS, Loughland, Carmel, Diaz Zuluaga, AM, López Jaramillo, C, Iasevoli, F, Ji, E, Homan, S, Omlor, W, Homan, P, Kaiser, S, Seifritz, E, Misic, B, Pantelis, Christos, Valk, SL, Thompson, P, van Erp, TGM, Turner, JA, ENIGMA Schizophrenia Consortium,, Bernhardt, B, Kirschner, M, Henskens, Frans A., Green, Melissa J.

Brain ageing in schizophrenia: evidence from 26 international cohorts via the ENIGMA Schizophrenia consortium

- Constantinides, Constantinos, Han, Laura K. M., Bustillo, Juan, Bykhovski, Oleg, Calhoun, Vince, Carr, Vaughan, Catts, Stanley, Chung, Young-Chul, Crespo-Facorro, Benedicto, Díaz-Caneja, Covadonga M., Donohoe, Gary, Plessis, Stefan Du, Alloza, Clara, Edmond, Jesse, Ehrlich, Stefan, Emsley, R, Eyler, LT, Fuentes-Claramonte, P, Georgiadis, F, Green, M, Guerrero-Pedraza, A, Ha, M, Hahn, T, Antonucci, Linda Antonella, Henskens, Frans A., Holleran, L, Homan, S, Homan, P, Jahanshad, N, Janssen, J, Ji, E, Kaiser, S, Kaleda, V, Kim, M, Arango, Celso, Kim, W-S, Kirschner, M, Kochunov, P, Kwak, YB, Kwon, JS, Lebedeva, I, Liu, J, Mitchie, Patricia, Michielse, S, Mothersill, D, Ayesa-Arriola, Rosa, Mowry, B, de la Foz, VO-G, Pantelis, C, Pergola, G, Piras, F, Pomarol-Clotet, E, Preda, A, Quidé, Y, Rasser, Paul E., Rootes-Murdy, K, Banaj, Nerisa, Salvador, R, Sangiuliano, M, Sarró, S, Schall, Ulrich, Schmidt, A, Scott, Rodney J., Selvaggi, P, Sim, K, Skoch, A, Spalletta, G, Bertolino, Alessandro, Spaniel, F, Thomopoulos, SI, Tomecek, D, Tomyshev, AS, Tordesillas-Gutiérrez, D, van Amelsvoort, T, Vázquez-Bourgon, J, Vecchio, D, Voineskos, A, Weickert, CS, Borgwardt, Stefan, Weickert, T, Thompson, PM, Schmaal, L, van Erp, TGM, Turner, J, Cole, JH, ENIGMA Schizophrenia Consortium,, Du Plessis, S, Bin Kwak, Y, Dima, D, Bruggemann, Jason, Walton, E

Functional and Clinical Studies Reveal Pathophysiological Complexity of CLCN4-Related Neurodevelopmental Condition

- Palmer, Elizabeth E., Pusch, Michael, Nizon, Mathilde, Cogné, Benjamin, Beneteau, Claire, Alkuraya, Fowzan S., Chedrawi, Aziza, Hashem, Mais O., Stamberger, Hannah, Weckhuysen, Sarah, Vanlander, Arnaud, Ceulemans, Berten, Picollo, Alessandra, Rajagopalan, Sulekha, Nunn, K, Arpin, S, Raynaud, M, Motter, CS, Ward-Melver, C, Janssens, K, Meuwissen, M, Beysen, D, Dikow, N, Forwood, Caitlin, Grimmel, M, Haack, TB, Clement, E, McTague, A, Hunt, D, Townshend, S, Ward, M, Richards, LJ, Simons, C, Costain, G, Nguyen, Matthew H., Dupuis, L, Mendoza-Londono, R, Dudding-Byth, Tracy, Boyle, J, Saunders, C, Fleming, E, El Chehadeh, S, Spitz, MA, Piton, A, Gerard, B, Suckow, Vanessa, Abi Warde, MT, Rea, G, McKenna, C, Douzgou, S, Banka, S, Akman, C, Bain, JM, Sands, TT, Wilson, GN, Silvertooth, EJ, Gibbons, Jessica, Miller, L, Lederer, D, Sachdev, R, Macintosh, R, Monestier, O, Karadurmus, D, Collins, F, Carter, M, Rohena, L, Willemsen, MH, Hoff, Alva, Ockeloen, CW, Pfundt, R, Kroft, SD, Field, M, Laranjeira, FER, Fortuna, AM, Soares, AR, Michaud, V, Naudion, S, Golla, S, Sigfrid, Lisa, Weaver, DD, Bird, LM, Friedman, J, Clowes, V, Joss, S, Pölsler, L, Campeau, PM, Blazo, M, Bijlsma, EK, Rosenfeld, JA, Megarbane, Andre, Beetz, C, Powis, Z, McWalter, K, Brandt, T, Torti, E, Mathot, M, Mohammad, SS, Armstrong, R, Kalscheuer, VM

Cell type-specific manifestations of cortical thickness heterogeneity in schizophrenia

- Di Biase, Maria A., Geaghan, Michael P., Bouix, Sylvain, Knyazhanskaya, Evdokiya E., Lyall, Amanda E., Pasternak, Ofer, Kubicki, Marek, Rathi, Yogesh, Visco, Andrew, Gaunnac, Megan, Lv, Jinglei, Mesholam-Gately, Raquelle I., Reay, William R., Cairns, Murray J., Holt, DJ, Keshavan, MS, Pantelis, C, Öngür, D, Breier, A, Cairns, MJ, Shenton, ME, Zalesky, A, Seidlitz, Jakob, Weickert, Cynthia Shannon, Pébay, Alice, Green, Melissa J., Quidé, Yann, Atkins, Joshua R., Coleman, Michael J.

Genome-wide meta-analyses reveal novel loci for verbal short-term memory and learning

- Lahti, Jari, Tuominen, Samuli, Boerwinkle, Eric, Bressler, Jan, Campbell, Archie, Campbell, Harry, Chen, Qiang, Corley, Janie, Cox, Simon R., Davies, Gail, De Jager, Philip L., Derks, Eske M., Yang, Qiong, Faul, JD, Fitzpatrick, AL, Fohner, AE, Ford, I, Fornage, M, Gerring, Z, Grabe, HJ, Grodstein, F, Gudnason, V, Simonsick, E, Pergola, Giulio, Holliday, Elizabeth G., Joshi, PK, Kajantie, E, Kaprio, J, Karell, P, Kleineidam, L, Knol, MJ, Kochan, NA, Kwok, JB, Leber, M, Ahmad, Shahzad, Lam, M, Lee, T, Li, S, Loukola, A, Luck, T, Marioni, RE, Mather, KA, Medland, S, Mirza, SS, Nalls, MA, Amin, Najaf, Nho, K, O’Donnell, A, Oldmeadow, C, Painter, J, Pattie, A, Reppermund, S, Risacher, SL, Rose, RJ, Sadashivaiah, V, Scholz, M, Armstrong, Nicola J., Satizabal, CL, Schofield, PW, Schraut, KE, Scott, Rodney J., Simino, J, Smith, AV, Smith, JA, Stott, DJ, Surakka, I, Teumer, A, Beiser, Alexa, Thalamuthu, A, Trompet, S, Turner, ST, van der Lee, SJ, Villringer, A, Völker, U, Wilson, RS, Wittfeld, K, Vuoksimaa, E, Xia, R, Bey, Katharina, Yaffe, K, Yu, L, Zare, H, Zhao, W, Ames, D, Attia, J, Bennett, DA, Brodaty, H, Chasman, DI, Goldman, AL, Bis, Joshua C., Hayward, C, Ikram, MA, Jukema, JW, Kardia, SLR, Lencz, T, Loeffler, M, Mattay, VS, Palotie, A, Psaty, BM, Ramirez, A

A polygenic resilience score moderates the genetic risk for schizophrenia

- Hess, Jonathan L., Tylee, Daniel S., Mattheisen, Manuel, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Lundbeck Foundation Initiative for Integrative Psychiatric Research (iPSYCH), Børglum, Anders D., Als, Thomas D., Grove, Jakob, Werge, Thomas, Mortensen, Preben Bo, Mors, Ole, Nordentoft, Merete, Hougaard, David M., Byberg-Grauholm, Jonas, Bækvad-Hansen, Maree, Greenwood, Tiffany A., Tsuang, Ming T., Curtis, David, Steinberg, Stacy, Sigurdsson, Engilbert, Stefánsson, Hreinn, Stefánsson, Kári, Edenberg, Howard J., Holmans, Peter, Faraone, Stephen V., Glatt, Steven J., Cairns, Murray J., Carr, Vaughan J., Henskens, Frans A., Kelly, Brian J., Loughland, Carmel M., Michie, Patricia T., Schall, Ulrich A,, Scott, Rodney, Tooney, Paul

Altered white matter microstructure in 22q11.2 deletion syndrome: a multisite diffusion tensor imaging study

- Villalón-Reina, Julio E., Martínez, Kenia, Qu, Xiaoping, Ching, Christopher R. K., Nir, Talia M., Kothapalli, Deydeep, Corbin, Conor, Sun, Daqiang, Lin, Amy, Forsyth, Jennifer K., Kushan, Leila, Vajdi, Ariana, Jalbrzikowski, Maria, Hansen, Laura, Jonas, Rachel K., van Amelsvoort, Therese, Bakker, Geor, Kates, Wendy R., Antshel, Kevin M., Fremont, Wanda, Campbell, Linda E., McCabe, Kathryn L.

Genetic contributors to risk of schizophrenia in the presence of a 22q11.2 deletion

- Cleynen, Isabelle, Engchuan, Worrawat, Hestand, Matthew S., Heung, Tracy, Holleman, Aaron M., Johnston, H. Richard, Monfeuga, Thomas, McDonald-McGinn, Donna M., Gur, Raquel E., Morrow, Bernice E., Swillen, Ann, Vorstman, Jacob A. S., Bearden, Carrie E., Chow, Eva W. C., van den Bree, Marianne, Emanuel, Beverly S., Vermeesch, Joris R., Warren, Stephen T., Owen, Michael J., Chopra, Pankaj, Campbell, Linda E., McCabe, Kathryn L.

Large-scale mapping of cortical alterations in 22q11.2 deletion syndrome: Convergence with idiopathic psychosis and effects of deletion size

- Sun, Daqiang, Ching, Christopher R. K., Jonas, Rachel K., van Amelsvoort, Therese, Bakker, Geor, Kates, Wendy R., Antshel, Kevin M., Fremont, Wanda, Campbell, Linda E., McCabe, Kathryn L., Daly, Eileen, Gudbrandsen, Maria, Lin, Amy, Murphy, Clodagh M., Murphy, D, Craig, M, Vorstman, J, Fiksinski, A, Koops, S, Ruparel, K, Roalf, DR, Gur, RE, Schmitt, JE, Forsyth, Jennifer K., Simon, TJ, Goodrich-Hunsaker, NJ, Durdle, CA, Bassett, AS, Chow, EWC, Butcher, NJ, Vila-Rodriguez, F, Doherty, J, Cunningham, A, van den Bree, MBM, Kushan, Leila, Linden, DEJ, Moss, H, Owen, MJ, Murphy, KC, McDonald-McGinn, DM, Emanuel, B, van Erp, TGM, Turner, JA, Thompson, PM, Bearden, CE, Vajdi, Ariana, Jalbrzikowski, Maria, Hansen, Laura, Villalon-Reina, Julio E., Qu, Xiaoping

Polygenic disruption of retinoid signalling in schizophrenia and a severe cognitive deficit subtype

- Reay, William R., Atkins, Joshua R., Quidé, Yann, Carr, Vaughan J., Green, Melissa J., Cairns, Murray J.

The role of the retinoids in schizophrenia: genomic and clinical perspectives

- Reay, William R., Cairns, Murray J.

Genome-wide meta-analysis of macronutrient intake of 91,114 European ancestry participants from the cohorts for heart and aging research in genomic epidemiology consortium

- Merino, Jordi, Dashti, Hassan S., Wojczynski, Mary K., Männistö, Satu, Ngwa, Julius S., Kho, Minjung, Ahluwalia, Tarunveer, Pervjakova, Natalia, Houston, Denise K., Bouchard, Claude, Huang, Tao, Orho-Melander, Marju, Li, Sherly X., Pennell, Craig E., Wang, Carol A., Pérusse, L, Pennell, CE, de Vries, PS, Voortman, T, Li, O, Kanoni, S, Rose, LM, Lehtimäki, T, Sarnowski, Chloé, Zhao, JH, Feitosa, MF, Luan, J, McKeown, NM, Smith, JA, Hansen, T, Eklund, N, Nalls, MA, Rankinen, T, Huang, J, Justice, Anne E., Hernandez, DG, Schulz, CA, Manichaikul, A, Li-Gao, R, Vohl, MC, Wang, CA, van Rooij, FJA, Shin, J, Kalafati, IP, Day, F, Graff, Misa, Ridker, PM, Kähönen, M, Siscovick, DS, Langenberg, C, Zhao, W, Astrup, A, Knekt, P, Garcia, M, Rao, DC, Qi, Q, Papoutsakis, Constantina, Ferrucci, L, Ericson, U, Blangero, J, Hofman, A, Pausova, Z, Mikkilä, V, Wareham, NJ, Kardia, SLR, Pedersen, O, Jula, A, Smith, Caren E., Curran, JE, Zillikens, MC, Viikari, JS, Forouhi, NG, Ordovás, JM, Lieske, JC, Rissanen, H, Uitterlinden, AG, Raitakari, OT, Kiefte-de Jong, JC, Dedoussis, George V., Dupuis, J, Rotter, JI, North, KE, Scott, RA, Province, MA, Perola, M, Cupples, LA, Turner, ST, Sørensen, TIA, Salomaa, V, Lemaitre, Rozenn N., Liu, Y, Sung, YJ, Qi, L, Bandinelli, S, Rich, SS, de Mutsert, R, Tremblay, A, Oddy, WH, Franco, OH, Paus, T

A missense mutation in Katnal1 underlies behavioural, neurological and ciliary anomalies

- Banks, G., Lassi, G., Sweeting, M., Chesham, J. E., Barnard, A. R., Horner, N., Westerberg, H., Smith, L. B., Molnár, Z., Hastings, M. H., Hirst, R. A., Tucci, V., Hoerder-Suabedissen, A., Nolan, P. M., Tinarelli, F., Simon, M. M., Wilcox, A., Lau, P., Lawson, T. N., Johnson, S., Rutman, A.

Elevated plasma ferritin in elderly individuals with high neocortical amyloid-β load

- Goozee, K., Chatterjee, P., Garg, M. L., Kwok, J. B., Bush, A. I., Chung, R., Magnussen, J. S., Martins, R. N., James, I., Shen, K., Sohrabi, H. R., Asih, P. R., Dave, P., ManYan, C., Taddei, K., Ayton, S. J.

Widespread white matter microstructural differences in schizophrenia across 4322 individuals: results from the ENIGMA Schizophrenia DTI Working Group

- Kelly, S., Jahanshad, N., Bousman, C. A., Brouwer, R. M., Bruggemann, J., Bustillo, J., Cahn, W., Calhoun, V., Cannon, D., Carr, V., Catts, S., Chen, J., Zalesky, A., Henskens, F. A., Michie, P. T., Piras, F., Scott, R. J., Kochunov, P., Agartz, I., Alloza, C., Andreassen, O. A., Arango, C., Banaj, N., Bouix, S.

MiR-137: an important player in neural development and neoplastic transformation

- Mahmoudi, E., Cairns, M. J.

Brain iron accumulation affects myelin-related molecular systems implicated in a rare neurogenetic disease family with neuropsychiatric features

- Heidari, M., Johnstone, D. M., Olynyk, J. K., Trinder, D., Milward, E. A., Bassett, B., Graham, R. M., Chua, A. C. G., House, M. J., Collingwood, J. F., Bettencourt, C., Houlden, H., Ryten, M.

GWAS for executive function and processing speed suggests involvement of the CADM2 gene

- Ibrahim-Verbaas, C. A., Bressler, J., Chibnik, L. B., Liu, Y., Vitart, V., Kirin, M., Petrovic, K., Polasek, O., Zgaga, L., Fawns-Ritchie, C., Hoffmann, P., Karjalainen, J., Debette, S., Oldmeadow, C., Holliday, E. G., Scott, R. J., Attia, J. R., Schofield, P. W., Schuur, M., Smith, A. V., Bis, J. C., Davies, G., Trompet, S., Smith, J. A., Wolf, C.

Genetic contributions to variation in general cognitive function: a meta-analysis of genome-wide association studies in the CHARGE consortium (N=53 949)

- Davies, G., Armstrong, N., van der Lee, S. J., Le Hellard, S., Liu, T., Marioni, R. E., Oldmeadow, C., Postmus, I., Smith, A. V., Smith, J. A., Thalamuthu, A., Thomson, R., Bis, J. C., Holliday, E. G., Scott, R. J., Attia, J. R., Schofield, P. W., Bressler, J., Chouraki, V., Giddaluru, S., Hofer, E., Ibrahim-Verbaas, C. A., Kirin, M., Lahti, J.