The Quest for the FFA and Where It Led

This article tells the story behind our first paper on the fusiform face area (FFA): how we chose the question, developed the methods, and followed the data to find the FFA and subsequently many other functionally specialized cortical regions. The paper's impact had less to do with the particular findings in the paper itself and more to do with the method that it promoted and the picture of the human mind and brain that it led to. The use of a functional localizer to define a candidate region in each subject individually enabled us not just to make pictures of brain activation, but also to ask principled, hypothesis-driven questions about a thing in nature. This method enabled stronger and more extensive tests of the function of each cortical region than had been possible before in humans and, as a result, has produced a large body of evidence that the human cortex contains numerous regions that are specifically engaged in particular mental processes. The growing inventory of cortical regions with distinctive and often very specific functions can be seen as an initial sketch of the basic components of the human mind. This sketch also serves as a roadmap into the vast and exciting new landscape of questions about the computations, structural connections, time course, development, plasticity, and evolution of each of these regions, as well as the hardest question of all: how do these regions work together to produce human intelligence?

[1]  Nancy Kanwisher,et al.  A cortical representation of the local visual environment , 1998, Nature.

[2]  Daniel D. Dilks,et al.  Organization of high-level visual cortex in human infants , 2017, Nature Communications.

[3]  N. Kanwisher,et al.  Discrimination Training Alters Object Representations in Human Extrastriate Cortex , 2006, The Journal of Neuroscience.

[4]  R Saxe,et al.  People thinking about thinking people The role of the temporo-parietal junction in “theory of mind” , 2003, NeuroImage.

[5]  W. K. Simmons,et al.  Circular analysis in systems neuroscience: the dangers of double dipping , 2009, Nature Neuroscience.

[6]  John G. Mikhael,et al.  Functional neuroanatomy of intuitive physical inference , 2016, Proceedings of the National Academy of Sciences.

[7]  T. Allison,et al.  Differential Sensitivity of Human Visual Cortex to Faces, Letterstrings, and Textures: A Functional Magnetic Resonance Imaging Study , 1996, The Journal of Neuroscience.

[8]  Josh H. McDermott,et al.  Distinct Cortical Pathways for Music and Speech Revealed by Hypothesis-Free Voxel Decomposition , 2015, Neuron.

[9]  Nancy Kanwisher,et al.  Structural Connectivity Fingerprints Predict Cortical Selectivity for Multiple Visual Categories across Cortex. , 2016, Cerebral cortex.

[10]  Dwight J. Kravitz,et al.  Task context impacts visual object processing differentially across the cortex , 2014, Proceedings of the National Academy of Sciences.

[11]  I. Biederman,et al.  What makes faces special? , 2006, Vision Research.

[12]  J. DiCarlo,et al.  Optogenetic and pharmacological suppression of spatial clusters of face neurons reveal their causal role in face gender discrimination , 2015, Proceedings of the National Academy of Sciences.

[13]  Denes Szucs,et al.  Correction: Empirical assessment of published effect sizes and power in the recent cognitive neuroscience and psychology literature , 2016, bioRxiv.

[14]  J. S. Guntupalli,et al.  Disentangling the Representation of Identity from Head View Along the Human Face Processing Pathway , 2016, bioRxiv.

[15]  N. Kanwisher,et al.  Visual word processing and experiential origins of functional selectivity in human extrastriate cortex , 2007, Proceedings of the National Academy of Sciences.

[16]  Evelina Fedorenko,et al.  Annals of the New York Academy of Sciences Language and Thought Are Not the Same Thing: Evidence from Neuroimaging and Neurological Patients , 2022 .

[17]  A. Ishai,et al.  Distributed and Overlapping Representations of Faces and Objects in Ventral Temporal Cortex , 2001, Science.

[18]  Stanley Finger,et al.  Origins of neuroscience: A history of explorations into brain function. , 1994 .

[19]  T A Polk,et al.  The neural development and organization of letter recognition: evidence from functional neuroimaging, computational modeling, and behavioral studies. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[20]  J. Devlin,et al.  Triple Dissociation of Faces, Bodies, and Objects in Extrastriate Cortex , 2009, Current Biology.

[21]  Leslie G. Ungerleider,et al.  The functional organization of human extrastriate cortex: a PET-rCBF study of selective attention to faces and locations , 1994, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[22]  N. Kanwisher,et al.  Only some spatial patterns of fMRI response are read out in task performance , 2007, Nature Neuroscience.

[23]  Hans Knutsson,et al.  Cluster failure: Why fMRI inferences for spatial extent have inflated false-positive rates , 2016, Proceedings of the National Academy of Sciences.

[24]  Jack L. Gallant,et al.  A Continuous Semantic Space Describes the Representation of Thousands of Object and Action Categories across the Human Brain , 2012, Neuron.

[25]  J. Sergent,et al.  Functional neuroanatomy of face and object processing. A positron emission tomography study. , 1992, Brain : a journal of neurology.

[26]  Leif D. Nelson,et al.  Data from Paper “False-Positive Psychology: Undisclosed Flexibility in Data Collection and Analysis Allows Presenting Anything as Significant” , 2014 .

[27]  P. Goldman-Rakic,et al.  Preface: Cerebral Cortex Has Come of Age , 1991 .

[28]  J W Belliveau,et al.  Borders of multiple visual areas in humans revealed by functional magnetic resonance imaging. , 1995, Science.

[29]  G. Yovel,et al.  Successful Decoding of Famous Faces in the Fusiform Face Area , 2015, PloS one.

[30]  Nancy Kanwisher,et al.  Neuroimaging of Language: Why Hasn't a Clearer Picture Emerged? , 2009, Lang. Linguistics Compass.

[31]  K. Grill-Spector,et al.  Electrical Stimulation of Human Fusiform Face-Selective Regions Distorts Face Perception , 2012, The Journal of Neuroscience.

[32]  N. Kanwisher,et al.  The Human Body , 2001 .

[33]  Zeynep M. Saygin,et al.  Anatomical connectivity patterns predict face-selectivity in the fusiform gyrus , 2011, Nature Neuroscience.

[34]  Yaoda Xu Revisiting the role of the fusiform face area in visual expertise. , 2005, Cerebral cortex.

[35]  J. Fodor,et al.  The Modularity of Mind: An Essay on Faculty Psychology , 1984 .

[36]  H. Barlow Vision: A computational investigation into the human representation and processing of visual information: David Marr. San Francisco: W. H. Freeman, 1982. pp. xvi + 397 , 1983 .

[37]  Nancy Kanwisher,et al.  Connectivity precedes function in the development of the visual word form area , 2016, Nature Neuroscience.

[38]  R. Malach,et al.  Top-down engagement modulates the neural expressions of visual expertise. , 2010, Cerebral cortex.

[39]  Karl J. Friston,et al.  A critique of functional localisers , 2006, NeuroImage.

[40]  D. J. Felleman,et al.  Distributed hierarchical processing in the primate cerebral cortex. , 1991, Cerebral cortex.

[41]  N. Kanwisher,et al.  Location and spatial profile of category‐specific regions in human extrastriate cortex , 2006, Human brain mapping.

[42]  Alexander Bird,et al.  Natural Kinds , 1988, Philosophy.

[43]  T. Allison,et al.  Face-Specific Processing in the Human Fusiform Gyrus , 1997, Journal of Cognitive Neuroscience.

[44]  J. Fodor The Modularity of mind. An essay on faculty psychology , 1986 .

[45]  Katrin Amunts,et al.  The mid-fusiform sulcus: A landmark identifying both cytoarchitectonic and functional divisions of human ventral temporal cortex , 2014, NeuroImage.

[46]  B. Rosen,et al.  Functional mapping of the human visual cortex by magnetic resonance imaging. , 1991, Science.

[47]  A. Treisman,et al.  Voluntary Attention Modulates fMRI Activity in Human MT–MST , 1997, Neuron.

[48]  Doris Y. Tsao,et al.  Single-Unit Recordings in the Macaque Face Patch System Reveal Limitations of fMRI MVPA , 2015, The Journal of Neuroscience.

[49]  Doris Y. Tsao,et al.  Patches with Links: A Unified System for Processing Faces in the Macaque Temporal Lobe , 2008, Science.

[50]  A. Dale,et al.  Visual motion aftereffect in human cortical area MT revealed by functional magnetic resonance imaging , 1995, Nature.

[51]  Doris Y. Tsao,et al.  Anatomical Connections of the Functionally Defined “Face Patches” in the Macaque Monkey , 2016, Neuron.

[52]  Nancy Kanwisher,et al.  Neural correlate of the construction of sentence meaning , 2016, Proceedings of the National Academy of Sciences.

[53]  T. Poggio,et al.  BOOK REVIEW David Marr’s Vision: floreat computational neuroscience VISION: A COMPUTATIONAL INVESTIGATION INTO THE HUMAN REPRESENTATION AND PROCESSING OF VISUAL INFORMATION , 2009 .

[54]  Doris Y. Tsao,et al.  Functional Compartmentalization and Viewpoint Generalization Within the Macaque Face-Processing System , 2010, Science.

[55]  Nancy Kanwisher,et al.  Broad domain generality in focal regions of frontal and parietal cortex , 2013, Proceedings of the National Academy of Sciences.

[56]  N. Kanwisher,et al.  The fusiform face area subserves face perception, not generic within-category identification , 2004, Nature Neuroscience.

[57]  A. Caramazza,et al.  Decoding representations of face identity that are tolerant to rotation. , 2014, Cerebral cortex.

[58]  J. Ioannidis,et al.  Empirical assessment of published effect sizes and power in the recent cognitive neuroscience and psychology literature , 2017, PLoS biology.

[59]  N. Kanwisher,et al.  Interpreting fMRI data: maps, modules and dimensions , 2008, Nature Reviews Neuroscience.

[60]  I. Gauthier,et al.  Expertise for cars and birds recruits brain areas involved in face recognition , 2000, Nature Neuroscience.

[61]  Su Keun Jeong,et al.  Behaviorally Relevant Abstract Object Identity Representation in the Human Parietal Cortex , 2016, The Journal of Neuroscience.

[62]  T. Allison,et al.  Human extrastriate visual cortex and the perception of faces, words, numbers, and colors. , 1994, Cerebral cortex.

[63]  J. Duncan,et al.  Common regions of the human frontal lobe recruited by diverse cognitive demands , 2000, Trends in Neurosciences.

[64]  Rankin W. McGugin,et al.  High-resolution imaging of expertise reveals reliable object selectivity in the fusiform face area related to perceptual performance , 2012, Proceedings of the National Academy of Sciences.