Abstract
Travel planning (TP) is a kind of planning devoted to spatial orientation that is distinguishable from general planning (GP). It is crucial to reach a destination, since it allows to select the best route according to the environmental features (e.g., the one with little traffic or the safest). TP is also needed to avoid obstacles along the way and to put in place effective strategies to support navigation. TP involves several cognitive processes, such as visuo-spatial and topographic memory as well as other executive functions (i.e., general planning, cognitive flexibility, problem solving, and divergent thinking) and it is affected by internal factors (such as gender, cognitive strategies, age). Here, we focused on the effects of visuo-spatial (VSWM) and topographic (TWM) working memory on TP, using the Minefield Task (MFT), a new tool aimed at testing TP. We tested VSWM, TWM, GP, and TP in 44 college students. First, we checked for gender differences in all the tasks proposed and then assessed the relation among VSWM, TWM, GP, and TP. Results showed that even though gender difference could be found on TWM, GP, and TP, significative correlations emerged among TP, VSWM, and GP as well as a tendency to significance for VSWM and GP in the regression analyses. Though more evidence is needed, these results suggest that when a brand-new route is computed, GP and VSWM can be the most relevant processes, whereas topographic memory was less involved, probably because the MFT does not require to recall a route from memory. The implications of these results in clinical settings are discussed.
This is a preview of subscription content, access via your institution.



Data availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Arleo A, Rondi-Reig L (2007) Multimodal sensory integration and concurrent navigation strategies for spatial cognition in real and artificial organisms. J Integr Neurosci 6(3):327–366. https://doi.org/10.1142/S0219635207001593
Astur RS, Taylor LB, Mamelak AN et al (2002) Humans with hippocampus damage display severe spatial memory impairments in a virtual Morris water task. Behav Brain Res 132:77–84
Bianchini F, Incoccia C, Palermo L, Piccardi L, Zompanti L, Sabatini U, Peran P, Guariglia C (2010) Developmental topographical disorientation in a healthy subject. Neuropsychologia 48(6):1563–1573. https://doi.org/10.1016/j.neuropsychologia.2010.01.025
Bianchini F, Palermo L, Piccardi L, Incoccia C, Nemmi F, Sabatini U, Guariglia C (2014) Where am I? A new case of developmental topographical disorientation. J Neuropsychol 8(1):107–124. https://doi.org/10.1111/jnp.12007
Bianchini F, Verde P, Colangeli S, Boccia M, Strollo F, Guariglia C, Bizzarro G, Piccardi L (2018) Effects of oral contraceptives and natural menstrual cycling on environmental learning. BMC Womens Health 18(1):179. https://doi.org/10.1186/s12905-018-0671-4
Bocchi A, Carrieri M, Lancia S, Quaresima V, Piccardi L (2017) the key of the maze: the role of mental imagery and cognitive flexibility in navigational planning. Neurosci Lett 9(651):146–150. https://doi.org/10.1016/j.neulet.2017.05.009
Bocchi A, Giancola M, Piccardi L, Palmiero M, Nori R, D’Amico S (2018) How would you describe a familiar route or put in order the landmarks along it? It depends on your cognitive style! Exp Brain Res 236(12):3121–3129. https://doi.org/10.1007/s00221-018-5367-3
Bocchi A, Palmiero M, Boccia M, Di Vita A, Guariglia C, Piccardi L (2020) Travel planning ability in right brain-damaged patients: two case reports. Front Hum Neurosci 31(14):117
Bocchi A, Palmiero M, Redondo Cimadevilla JM, Tascón L, Nori R, Piccardi L (2021) The role of gender and familiarity in a modified version of the almeria boxes room spatial task. Brain Sci 11:681. https://doi.org/10.3390/brainsci11060681
Boccia M, Nemmi F, Guariglia C (2014) Neuropsychology of environmental navigation in humans: review and meta-analysis of fMRI studies in healthy participants. Neuropsychol Rev 24:236–251. https://doi.org/10.1007/s11065-014-9247-8
Boccia M, Guariglia C, Sabatini U, Nemmi F (2016) Navigating toward a novel environment from a route or survey perspective: Neural correlates and context-dependent connectivity. Brain Struct Funct 221:2005–2021. https://doi.org/10.1007/s00429-015-1021-z
Boccia M, Marin D, D’Antuono G, Ciurli P, Incoccia C, Antonucci G, Guariglia C, Piccardi L (2017) The tower of London (ToL) in Italy: standardization of the ToL test in an Italian population. Neurol Sci 38:1263–1270. https://doi.org/10.1007/s10072-017-2957-y
Boccia M, Vecchione F, Di Vita A, D’Amico S, Guariglia C, Piccardi L (2019) Effect of cognitive style on topographical learning across life span: insights from normal development. Child Dev 90:462–470. https://doi.org/10.1111/cdev.13184
Boone AP, Gong X, Hegarty M (2018) Sex differences in navigation strategy and efficiency. Mem Cognit 46(6):909–922
Boone AP, Maghen B, Hegarty M (2019) Instructions matter: Individual differences in navigation strategy and ability. Mem Cognit 47(7):1401–1414
Busigny T, Pagès B, Barbeau EJ, Bled C, Montaut E, Raposo N, Albucher JF, Chollet F, Pariente J (2014) A systematic study of topographical memory and posterior cerebral artery infarctions. Neurology 83:996–1003. https://doi.org/10.1212/WNL.0000000000000780
Buzsáki G, Moser EI (2013) Memory, navigation and theta rhythm in the hippocampal-entorhinal system. Nat Neurosci 16(2):130–138
Byrne P, Becker S, Burgess N (2007) Remembering the past and imagining the future: a neural model of spatial memory and imagery. Psychol Rev 114:340
Caffò AO, Lopez A, Spanò G, Stasolla F, Serino S, Cipresso P, Riva G, Bosco A (2020) Neural correlates of spatial navigation changes in mild cognitive impairment and Alzheimer’s disease. Neurol Sci 41(7):1741–1749. https://doi.org/10.1007/s10072-020-04261-4
Canovas R, Espinola M, Iribarne L et al (2008) A new virtual task to evaluate human place learning. Behav Brain Res 190:112–8
Ciaramelli E (2008) The role of ventromedial prefrontal cortex in navigation: a case of impaired wayfinding and rehabilitation. Neuropsychologia 46(7):2099–2105. https://doi.org/10.1016/j.neuropsychologia.2007.11.029
Cimadevilla JM, Piccardi L (2020) Spatial skills. Handb Clin Neurol 175:65–79. https://doi.org/10.1016/B978-0-444-64123-6.00006-0
Coluccia E, Louse G (2004) Gender differences in spatial orientation: a review. J Environ Psychol 24(3):329–340
Corsi PM (1972) Human memory and the medial temporal region of the brain (doctoral dissertation thesis). McGill University, Montreal
Dahmani L, Bohbot VD (2015) Dissociable contributions of the prefrontal cortex to hippocampus-and caudate nucleus-dependent virtual navigation strategies. Neurobiol Learn Mem 117:42–50. https://doi.org/10.1016/j.nlm.2014.07.002
Dogu U, Erkip F (2000) Spatial factors affecting wayfinding and orientation: a case study in a shopping mall. Environ Behav 32:731–755. https://doi.org/10.1177/00139160021972775
Ekstrom AD, Arnold AE, Iaria G (2014) A critical review of the allocentric spatial representation and its neural underpinnings: toward a network-based perspective. Front Hum Neurosci 8:803. https://doi.org/10.3389/fnhum.2014.00803
Fenollar P, Román S, Cuestas PJ (2007) University students’ academic performance: an integrative conceptual framework and empirical analysis. Brit J EducPsychol 77:873–891. https://doi.org/10.1348/000709907X189118
Gärling T, Böök A, Lindberg E (1986) Spatial orientation and wayfinding in the designed environment: a conceptual analysis and some suggestions for postoccupancy evaluation. J Archit Plan Res 3:55–64
Giancola M, Verde P, Cacciapuoti L, Angelino G, Piccardi L, Bocchi A, Palmiero M, Nori R (2021) Do advanced spatial strategies depend on the number of flight hours? the case of military pilots. Brain Sci 11:851. https://doi.org/10.3390/brainsci11070851
Grön G, Wunderlich AP, Spitzer M, Tomczak R, Riepe MV (2000) Brain activation during human navigation:gender-different neural networks as substrate of performance. Nat Neurosci 3:404–408 (PMID: 10725932)
Guariglia C, Piccardi L, Iaria G, Nico D, Pizzamiglio L (2005) Representational neglect and navigation in realspace. Neuropsychologia 43:1138–1143. https://doi.org/10.1016/j.neuropsychologia.2004.11.021
Iaria G, Bogod N, Fox CJ, Barton JJ (2009) Developmental topographical disorientation: case one. Neuropsychologia 47:30–40. https://doi.org/10.1016/j.neuropsychologia.2008.08.021
Kaplan R, Friston KJ (2018) Planning and navigation as active inference. Biolog Cybernetics 112:323–343. https://doi.org/10.1007/s00422-018-0753-2
Kitchin RM (1994) Cognitive maps: what are they and why study them? J Env Psychol 14:1–19
Krikorian R, Bartok J, Gay N (1994) Tower of London procedure: a standard method and developmental data. J Clin Exp Neuropsychol 16(6):840–850. https://doi.org/10.1080/01688639408402697
Lancia S, Cofini V, Carrieri M, Ferrari M, Quaresima V (2018) Are ventrolateral and dorsolateral prefrontal cortices involved in the computerized corsi block-tapping test execution? an fNIRS study. Neurophotonics 5(1):011019. https://doi.org/10.1117/1.NPh.5.1.011019 (Epub 2018 Jan 19. PMID: 29376100; PMCID: PMC5774174)
Lawton CA (1996) Strategies for indoor wayfinding: the role of orientation. J Environ Psychol 16:137–145. https://doi.org/10.1006/jevp.1996.0011
Lawton CA (2010) Gender, spatial abilities, and wayfinding. Handbook of gender research in psychology. Springer, NY, pp 317–341
Lawton CA, Morrin KA (1999) Gender differences in pointing accuracy in computer simulated 3D mazes. Sex Roles 40(1/2):73–92
Lithfous S, Dufour A, Després O (2013) Spatial navigation in normal aging and the prodromal stage of Alzheimer’s disease: insights from imaging and behavioral studies. Ageing Res Rev 12:201–213. https://doi.org/10.1016/j.arr.2012.04.007
Logie RH (1995) Visuo spatial working memory. Erlbaum, Hove, UK
Lopez A, Caffò AO, Bosco A (2018) Topographical disorientation in aging familiarity with the environment does matter. Neurol Sci 39(9):1519–1528. https://doi.org/10.1007/s10072-018-3464-5
Lopez A, Caffò AO, Bosco A (2019) Memory for familiar locations: the impact of age, education and cognitive efficiency on two neuropsychological allocentric tasks. Assessment. https://doi.org/10.1177/1073191119831780
Maguire EA, Burke T, Phillips J, Staunton H (1996) Topographical disorientation following unilateral temporal lobe lesions in humans. Neuropsychologia 34:993–1001. https://doi.org/10.1016/0028-3932(96)00022-X
Maguire EA, Burgess N, Donnett JG, Frackowiak RS, Frith CD, O'Keefe J (1998) Knowing where and getting there: a human navigation network. Science 280(5365):921–924
Mangels JA, Butterfield B, Lamb J, Good C, Dweck CS (2006) Why do beliefs about intelligence influence learning success? A social cognitive neuroscience model. Soc Cognit Affect Neurosci 1(2):75–86. https://doi.org/10.1093/scan/nsl013
Martinet LE, Sheynikhovich D, Benchenane K, Arleo A (2011) Spatial learning and action planning in a prefrontal cortical network model. PLoSComputaBiol 7:5. https://doi.org/10.1371/journal.pcbi.1002045
Miyake A, Shah P (eds) (1999) Models of working memory: mechanisms of active maintenance and executive control. Cambridge University Press, UK. https://doi.org/10.1017/CBO9781139174909
Moffat SD, Hampson E, Hatzipantelis M (1998) Navigation in a “virtual” maze: sex differences and correlation with psychometric measures of spatial ability in humans. Evol Hum Behav 19(2):73–87
Montello RD, Sas C (2006) Human factors of wayfinding in navigation. Int Encycl Ergon Hum Factors. https://doi.org/10.1201/9780849375477.ch394
Mullally SL, Maguire EA (2014) Memory, imagination, and predicting the future: a common brain mechanism? Neuroscientist 20(3):220–234. https://doi.org/10.1177/1073858413495091
Nemmi F, Boccia M, Piccardi L, Galati G, Guariglia C (2013) Segregation of neural circuits involved in spatial learning in reaching and navigational space. Neuropsychologia 51(8):1561–1570. https://doi.org/10.1016/j.neuropsychologia.2013.03.031
Nico D, Piccardi L, Iaria G, Bianchini F, Zompanti L, Guariglia C (2008) Landmark based navigation in brain-damaged patients with neglect. Neuropsychologia 46(7):1898–1907. https://doi.org/10.1016/j.neuropsychologia.2008.01.013
Nori R, Grandicelli S, Giusberti F (2009) Individual differences in visuo-spatial working memory and real-world wayfinding. Swiss J Psychol 68(1):7–16. https://doi.org/10.1024/1421-0185.68.1.7
Pagkratidou M, Galati A, Avraamides M (2020) Do environmental characteristics predict spatial memory about unfamiliar environments? Spat Cogn Comput 20(1):1–32. https://doi.org/10.1080/13875868.2019.1676248
Palermo L, Iaria G, Guariglia C (2008) Mental imagery skills and topographical orientation in humans: a correlation study. Behav Brain Res 192(2):248–253. https://doi.org/10.1016/j.bbr.2008.04.014
Palermo L, Piccardi L, Bianchini F, Nemmi F, Giorgio V, Incoccia C, Guariglia C (2014) Looking for the compass in a case of developmental topographical disorientation: a behavioral and neuroimaging study. J Clin Exp Neuropsychol 36(5):464–481. https://doi.org/10.1080/13803395.2014.904843
Palmiero M, Piccardi L (2017) The role of emotional landmarks on topographical memory. Front Psychol 8:763. https://doi.org/10.3389/fpsyg.2017.00763
Palmiero M, Nori R, Rogolino C, D’Amico S, Piccardi L (2015) Situated navigational working memory: the role of positive mood. Cogn Process 16(1):327–330. https://doi.org/10.1007/s10339-015-0670-4
Palmiero M, Nori R, Rogolino C, D’Amico S, Piccardi L (2016) Genderdifferences in visuospatial and navigational working memory: the role of mood induced by background music. Exp Brain Res 234(8):2381–2389. https://doi.org/10.1007/s00221-016-4643-3
Patai EZ, Spiers HJ (2021) The versatile wayfinder: prefrontal contributions to spatial navigation. Trends Cogn Sci. https://doi.org/10.1016/j.tics.2021.02.010
Pezzulo G, Donnarumma F, Maisto D, Stoianov I (2019) Planning at decision time and in the background during spatial navigation. Curr Opin Behav Sci 29:69–76. https://doi.org/10.1016/j.cobeha.2019.04.009
Piccardi L (2009) Representational neglect and navigation in virtual space. Cognitive Neuropsychol 26(3):247–265. https://doi.org/10.1080/02643290902978390
Piccardi L, Iaria G, Ricci M, Bianchini F, Zompanti L, Guariglia C (2008a) Walking in the corsi test: which type of memory do you need? Neurosci Lett 432:127–131. https://doi.org/10.1016/j.neulet.2007.12.044
Piccardi L, Bianchini F, Zompanti L, Guariglia C (2008b) Pure representational neglect and navigational deficits in a case with preserved visuo-spatial working memory. Neurocase 14(4):329–342. https://doi.org/10.1080/13554790802366012
Piccardi L, Berthoz A, Baulac M, Denos M, Dupont S, Samson S, Guariglia C (2010) Different spatial memory systems are involved in small-and large-scale environments: evidence from patients with temporal lobe epilepsy. Exp Brain Res 206(2):171–177. https://doi.org/10.1007/s00221-010-2234-2
Piccardi L, Bianchini F, Iasevoli L et al (2011a) Sex differences in a landmark environmental re-orientation task only during the learning phase. Neurosci Lett 503:181–185
Piccardi L, Risetti M, Nori R et al (2011b) Perspective changing in primary and secondary learning: a gender difference study. Learn Indiv Diff 21:114–118
Piccardi L, Iaria G, Bianchini F, Zompanti L, Guariglia C (2011c) Dissociated deficits of visuo-spatial memory in near space and navigational space: evidence from brain-damaged patients and healthy older participants. Aging NeuropsycholCogn 18:362–384. https://doi.org/10.1080/13825585.2011.560243 (Italian version: Nori and Piccardi 2012)
Piccardi L, Bianchini F, Argento O, De Nigris A, Maialetti A, Palermo L, Guariglia C (2013) The walking corsi test (WalCT): standardization of the topographical memory test in an Italian population. Neur Sci 34:971–978. https://doi.org/10.1007/s10072-012-1175-x
Piccardi L, Palmiero M, Bocchi A, Giannini AM, Boccia M, Baralla F, D’Amico S (2018) Continuous environmental changes may enhance topographic memory skills evidence from L’Aquila earthquake-exposed survivors. Front Human Neurosci 12:318. https://doi.org/10.3389/fnhum.2018.00318
Piccardi L, Palmiero M, Bocchi A, Boccia M, Guariglia C (2019) How does environmental knowledge allow us to come back home? Exp Brain Res 237:1811–1820. https://doi.org/10.1007/s00221-019-05552-9
Piccardi L, Guariglia P, Nori R, Palmiero M (2020) The role of emotional landmarks in embodied and not-embodied tasks. Brain Sci 10:58. https://doi.org/10.3390/brainsci10020058
Richardson K, Norgate SH (2015) Does IQ really predict job performance? Appl Dev Sci 19(3):153–169. https://doi.org/10.1080/10888691.2014.983635
Rieser JJ, Narasimham G, Erdemir A (2012) Spatial orientation. Ramachandran VS (Ed). Encyclopedia of human behaviour. 2nd Edn. Academic Press, USA, p 519–524
Sandstrom NJ, Kaufman J, Huettel SA (1998) Males and females use different distal cues in a virtual environment navigation task. Cogn Brain Res 6(4):351–360
Saucier DM, Green SM, Leason J et al (2002) Are sex differences in navigation caused by sexually dimorphic strategies or by differences in the ability to use the strategies? Behav Neurosci 116:403–410
Schacter DL, Addis DR, Buckner RL (2007) Remembering the past to imagine the future: the prospective brain. Nature Rev Neurosci 8(9):657. https://doi.org/10.1038/nrn2213
Schacter DL, Addis DR, Hassabis D, Martin VC, Spreng RN, Szpunar KK (2012) The future of memory: remembering, imagining, and the brain. Neuron 76(4):677–694
Schacter DL, Benoit RG, Szpunar KK (2017) Episodic future thinking: mechanisms and functions. Curr Opin Behav Sci 17:41–50. https://doi.org/10.1016/j.cobeha.2017.06.002
Shallice T (1982) Specific impairments of planning. Philos Trans Royal Soc London, Part B 298:199–209. https://doi.org/10.1098/rstb.1982.0082
Sharma G, Chandra S, Singh V, Mittal AP (2016) The role of planning and memory in the navigational ability. World Acad Sci 10:3882–3885
Spiers HJ (2008) Keeping the goal in mind: prefrontal contributions to spatial navigation. Neuropsychologia 46:2106–2108. https://doi.org/10.1016/j.neuropsychologia.2008.01.028
Spiers HJ, Gilbert SJ (2015) Solving the detour problem in navigation: a model of prefrontal and hippocampal interactions. Front Hum Neurosci 9:125. https://doi.org/10.3389/fnhum.2015.00125
Spiers MV, Sakamoto M, Elliot RJ et al (2008) Sex differences in spatial object location memory in a virtual grocery store. Cyberpsychol Behav 11:471–473
Spreng RN, Mar RA, Kim AS (2009) The common neural basis of autobiographical memory, prospection, navigation, theory of mind, and the default mode: a quantitative meta-analysis. J Cogn Neurosci 21(3):489–510
Tascòn L, Boccia M, Piccardi L, Cimadevilla JM (2017) Differences in spatial memory recognition due to cognitive style. Front Pharmac 8:550. https://doi.org/10.3389/fphar.2017.00550
Tascón L, Di Cicco C, Piccardi L, Palmiero M, Bocchi A, Cimadevilla JM (2021) Genderdifferences in spatial memory: comparison of three tasks using the same virtual context. Brain Sci 11(6):757. https://doi.org/10.3390/brainsci11060757
Tedesco AM, Bianchini F, Piccardi L, Clausi S, Berthoz A, Molinari M, Leggio M (2017) Does the cerebellum contribute to human navigation by processing sequential information? Neuropsychology 31(5):564. https://doi.org/10.1037/neu0000354
Tulving E (1972) Organization of memory episodic and semantic memory. Academic Press, New York, USA
Vlček K, Laczó J (2014) Neural correlates of spatial navigation changes in mild cognitive impairment and Alzheimer’s disease. Front Behavi Neurosci 8:89. https://doi.org/10.3389/fnbeh.2014.00089
Voyer D, Postma A, Brake B et al (2007) Gender differences in object location memory: a meta-analysis. Psychon Bull Rev 14:23–28
Wolbers T, Hegarty M (2010) What determines our navigational abilities? Trends Cogn Sci 14(3):138–146. https://doi.org/10.1016/j.tics.2010.01.001
Wolbers T, Wiener JM (2014) Challenges for identifying the neural mechanisms that support spatial navigation: the impact of spatial scale. Front Hum Neurosci 8:571. https://doi.org/10.3389/fnhum.2014.00571
Zucchelli MM, Piccardi L, Nori R (2021) The fear to move in a crowded environment poor spatial memory related to agoraphobic disorder. Brain Sci 11(6):796. https://doi.org/10.3390/brainsci11060796
Funding
The authors did not receive support from any organization for the submitted work. The authors declare they have no financial or non-financial interests to disclose.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Communicated by Francesca Frassinetti.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Alessia, B., Massimiliano, P. & Laura, P. Walking on a minefield: planning, remembering, and avoiding obstacles: preliminary findings. Exp Brain Res 240, 1921–1931 (2022). https://doi.org/10.1007/s00221-022-06391-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00221-022-06391-x