How the brain develops representations for abstract cognitive problems is a major unaddressed question in neuroscience. Here we tackle this fundamental question using arithmetic problem solving, a cognitive domain important for the development of mathematical reasoning. We first examined whether adults demonstrate common neural representations for addition and subtraction problems, two complementary arithmetic operations that manipulate the same quantities. We then examined how the common neural representations for the two problem types change with development. Whole-brain multivoxel representational similarity (MRS) analysis was conducted to examine common coding of addition and subtraction problems in children and adults. We found that adults exhibited significant levels of MRS between the two problem types, not only in the intraparietal sulcus (IPS) region of the posterior parietal cortex (PPC), but also in ventral temporal-occipital, anterior temporal and dorsolateral prefrontal cortices. Relative to adults, children showed significantly reduced levels of MRS in these same regions. In contrast, no brain areas showed significantly greater MRS between problem types in children. Our findings provide novel evidence that the emergence of arithmetic problem solving skills from childhood to adulthood is characterized by maturation of common neural representations between distinct numerical operations, and involve distributed brain regions important for representing and manipulating numerical quantity. More broadly, our findings demonstrate that representational analysis provides a powerful approach for uncovering fundamental mechanisms by which children develop proficiencies that are a hallmark of human cognition. Published by Elsevier Ltd.
机构:
Univ Western Ontario, Numer Cognit Lab, Dept Psychol, Toronto, ON N6G 2K3, Canada
Univ Western Ontario, Grad Program Neurosci, Toronto, ON N6G 2K3, CanadaUniv Western Ontario, Numer Cognit Lab, Dept Psychol, Toronto, ON N6G 2K3, Canada
机构:
Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Binder, Jeffrey R.
;
Gross, William L.
论文数: 0引用数: 0
h-index: 0
机构:
Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Gross, William L.
;
Allendorfer, Jane B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cincinnati, Acad Hlth Ctr, Dept Neurol, Cincinnati, OH USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Allendorfer, Jane B.
;
Bonilha, Leonardo
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ S Carolina, Dept Neurol, Charleston, SC 29425 USA
Med Univ S Carolina, Comprehens Epilepsy Ctr, Charleston, SC 29425 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Bonilha, Leonardo
;
Chapin, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Cleveland Clin Fdn, Epilepsy Ctr, Cleveland, OH 44195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Chapin, Jessica
;
Edwards, Jonathan C.
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ S Carolina, Dept Neurol, Charleston, SC 29425 USA
Med Univ S Carolina, Comprehens Epilepsy Ctr, Charleston, SC 29425 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Edwards, Jonathan C.
;
Grabowski, Thomas J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol Surg, Seattle, WA 98195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Grabowski, Thomas J.
;
Langfitt, John T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Dept Neurol, Rochester, NY USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Langfitt, John T.
;
Loring, David W.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Dept Neurol, Atlanta, GA 30322 USA
Emory Univ, Dept Pediat, Atlanta, GA 30322 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Loring, David W.
;
Lowe, Mark J.
论文数: 0引用数: 0
h-index: 0
机构:Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Lowe, Mark J.
;
Koenig, Katherine
论文数: 0引用数: 0
h-index: 0
机构:Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Koenig, Katherine
;
Morgan, Paul S.
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ S Carolina, Dept Radiol & Radiol Sci, Charleston, SC 29425 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Morgan, Paul S.
;
Ojemann, Jeffrey G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol Surg, Seattle, WA 98195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Ojemann, Jeffrey G.
;
Rorden, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Psychol, Atlanta, GA 30332 USA
Georgia Inst Technol, Ctr Adv Brain Imaging, Atlanta, GA 30332 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Rorden, Christopher
;
Szaflarski, Jerzy P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cincinnati, Acad Hlth Ctr, Dept Neurol, Cincinnati, OH USA
Univ Cincinnati, Cincinnati Epilepsy Ctr, Cincinnati, OH USA
Cincinnati Childrens Hosp, Med Ctr, Pediat Brain Imaging Res Consortium, Cincinnati, OH USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Szaflarski, Jerzy P.
;
Tivarus, Madalina E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Dept Imaging Sci, Rochester, NY USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Tivarus, Madalina E.
;
Weaver, Kurt E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol Surg, Seattle, WA 98195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
机构:
Stanford Univ, Sch Educ, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
Blair, Kristen P.
;
Rosenberg-Lee, Miriam
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Psychiat & Behav Sci, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
Rosenberg-Lee, Miriam
;
Tsang, Jessica M.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Educ, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
Tsang, Jessica M.
;
Schwartz, Daniel L.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Educ, Stanford, CA 94305 USA
Stanford Univ, Symbol Syst Program, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
机构:
Univ Western Ontario, Numer Cognit Lab, Dept Psychol, Toronto, ON N6G 2K3, Canada
Univ Western Ontario, Grad Program Neurosci, Toronto, ON N6G 2K3, CanadaUniv Western Ontario, Numer Cognit Lab, Dept Psychol, Toronto, ON N6G 2K3, Canada
机构:
Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Binder, Jeffrey R.
;
Gross, William L.
论文数: 0引用数: 0
h-index: 0
机构:
Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Gross, William L.
;
Allendorfer, Jane B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cincinnati, Acad Hlth Ctr, Dept Neurol, Cincinnati, OH USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Allendorfer, Jane B.
;
Bonilha, Leonardo
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ S Carolina, Dept Neurol, Charleston, SC 29425 USA
Med Univ S Carolina, Comprehens Epilepsy Ctr, Charleston, SC 29425 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Bonilha, Leonardo
;
Chapin, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Cleveland Clin Fdn, Epilepsy Ctr, Cleveland, OH 44195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Chapin, Jessica
;
Edwards, Jonathan C.
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ S Carolina, Dept Neurol, Charleston, SC 29425 USA
Med Univ S Carolina, Comprehens Epilepsy Ctr, Charleston, SC 29425 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Edwards, Jonathan C.
;
Grabowski, Thomas J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol Surg, Seattle, WA 98195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Grabowski, Thomas J.
;
Langfitt, John T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Dept Neurol, Rochester, NY USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Langfitt, John T.
;
Loring, David W.
论文数: 0引用数: 0
h-index: 0
机构:
Emory Univ, Dept Neurol, Atlanta, GA 30322 USA
Emory Univ, Dept Pediat, Atlanta, GA 30322 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Loring, David W.
;
Lowe, Mark J.
论文数: 0引用数: 0
h-index: 0
机构:Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Lowe, Mark J.
;
Koenig, Katherine
论文数: 0引用数: 0
h-index: 0
机构:Med Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Koenig, Katherine
;
Morgan, Paul S.
论文数: 0引用数: 0
h-index: 0
机构:
Med Univ S Carolina, Dept Radiol & Radiol Sci, Charleston, SC 29425 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Morgan, Paul S.
;
Ojemann, Jeffrey G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol Surg, Seattle, WA 98195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Ojemann, Jeffrey G.
;
Rorden, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Dept Psychol, Atlanta, GA 30332 USA
Georgia Inst Technol, Ctr Adv Brain Imaging, Atlanta, GA 30332 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Rorden, Christopher
;
Szaflarski, Jerzy P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cincinnati, Acad Hlth Ctr, Dept Neurol, Cincinnati, OH USA
Univ Cincinnati, Cincinnati Epilepsy Ctr, Cincinnati, OH USA
Cincinnati Childrens Hosp, Med Ctr, Pediat Brain Imaging Res Consortium, Cincinnati, OH USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Szaflarski, Jerzy P.
;
Tivarus, Madalina E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Dept Imaging Sci, Rochester, NY USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
Tivarus, Madalina E.
;
Weaver, Kurt E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Radiol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol, Seattle, WA 98195 USA
Univ Washington, Sch Med, Integrated Brain Imaging Ctr, Dept Neurol Surg, Seattle, WA 98195 USAMed Coll Wisconsin, Dept Neurol, Milwaukee, WI 53226 USA
机构:
Stanford Univ, Sch Educ, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
Blair, Kristen P.
;
Rosenberg-Lee, Miriam
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Psychiat & Behav Sci, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
Rosenberg-Lee, Miriam
;
Tsang, Jessica M.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Educ, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA
Tsang, Jessica M.
;
Schwartz, Daniel L.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Educ, Stanford, CA 94305 USA
Stanford Univ, Symbol Syst Program, Stanford, CA 94305 USAStanford Univ, Sch Educ, Stanford, CA 94305 USA