Predicting vulnerability to sleep deprivation using diffusion model parameters

Journal of Sleep Research

Volumn 23, Issue 5, 2014, Pages 576-584

  Patanaik, Amiya ^a   Zagorodnov, Vitali ^a   Kwoh, Chee Keong ^a   Chee, Michael W L ^b  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^b DUKE NUS MEDICAL SCHOOL   (Singapore)

Author keywords

Fatigue; Human factors; Inter individual differences; Predicting performance

Indexed keywords

ADOLESCENT; ADULT; ATTENTION; CROSSOVER PROCEDURE; DECISION MAKING; DIAGNOSIS; DISEASE PREDISPOSITION; FEMALE; HUMAN; MALE; PATHOPHYSIOLOGY; PHYSIOLOGY; PSYCHOLOGICAL MODEL; PSYCHOLOGY; PSYCHOMOTOR PERFORMANCE; REACTION TIME; RISK FACTOR; SLEEP DEPRIVATION; YOUNG ADULT;

ADOLESCENT; ADULT; ATTENTION; CROSS-OVER STUDIES; DECISION MAKING; DISEASE SUSCEPTIBILITY; FEMALE; HUMANS; MALE; MODELS, PSYCHOLOGICAL; PSYCHOMOTOR PERFORMANCE; REACTION TIME; RISK FACTORS; SLEEP DEPRIVATION; YOUNG ADULT;

EID: 84908668642     PISSN: 09621105     EISSN: 13652869     Source Type: Journal    
DOI: 10.1111/jsr.12166     Document Type: Article

References (41)

1. Bell-McGinty, S., Habeck, C., Hilton, H. J. et al. Identification and differential vulnerability of a neural network in sleep deprivation. Cereb. Cortex, 2004, 14: 496-502.
2. Chee, M. W. and Chuah, Y. L. Functional neuroimaging and behavioral correlates of capacity decline in visual short-term memory after sleep deprivation. Proc. Natl Acad. Sci. USA, 2007, 104: 9487-9492.
3. Chee, M. W., Chuah, L. Y., Venkatraman, V., Chan, W. Y., Philip, P. and Dinges, D. F. Functional imaging of working memory following normal sleep and after 24 and 35 h of sleep deprivation: Correlations of fronto-parietal activation with performance. Neuroimage, 2006, 31: 419-428.
4. Chee, M. W., Tan, J. C., Parimal, S. and Zagorodnov, V. Sleep deprivation and its effects on object-selective attention. Neuroimage, 2010, 49: 1903-1910.
5. Chee, M. W., Goh, C. S., Namburi, P., Parimal, S., Seidl, K. N. and Kastner, S. Effects of sleep deprivation on cortical activation during directed attention in the absence and presence of visual stimuli. Neuroimage, 2011, 58: 595-604.
6. Chua, E. C. P., Tan, W. Q., Yeo, S. C. et al. Heart rate variability can be used to estimate sleepiness-related decrements in psychomotor vigilance during total sleep deprivation. Sleep, 2012, 35: 325-334.
7. Chuah, L. Y. and Chee, M. W. Cholinergic augmentation modulates visual task performance in sleep-deprived young adults. J. Neurosci., 2008, 28: 11369-11377.
8. Chuah, Y. M., Venkatraman, V., Dinges, D. F. and Chee, M. W. The neural basis of interindividual variability in inhibitory efficiency after sleep deprivation. J. Neurosci., 2006, 26: 7156-7162.
9. Chuah, L. Y., Dolcos, F., Chen, A. K., Zheng, H., Parimal, S. and Chee, M. W. Sleep deprivation and interference by emotional distracters. Sleep, 2010, 33: 1305-1313.
10. Dinges, D. F. and Powell, J. W. Microcomputer analyses of performance on a portable, simple visual RT task during sustained operations. Behav. Res. Methods, 1985, 17: 652-655.
11. Heekeren, H. R., Marrett, S. and Ungerleider, L. G. The neural systems that mediate human perceptual decision making. Nat. Rev. Neurosci., 2008, 9: 467-479.
12. Kong, D., Asplund, C. L. and Chee, M. W. Sleep Deprivation reduces the rate of rapid picture processing. Neuroimage, 2014, 91: 169-176.
13. Krajbich, I., Lu, D., Camerer, C. and Rangel, A. The attentional drift-diffusion model extends to simple purchasing decisions. Front. Psychol., 2012, 3: 193.
14. Lim, J., Choo, W. C. and Chee, M. W. Reproducibility of changes in behaviour and fMRI activation associated with sleep deprivation in a working memory task. Sleep, 2007, 30: 61-70.
15. Lim, J. and Dinges, D. F. A meta-analysis of the impact of short-term sleep deprivation on cognitive variables. Psychol. Bull., 2010, 136: 375-389.
16. Lim, J., Tan, J. C., Parimal, S., Dinges, D. F. and Chee, M. W. Sleep deprivation impairs object-selective attention: a view from the ventral visual cortex. PloS one, 2010, 5: e9087.
17. Mallis, M. M., Mejdal, S., Nguyen, T. T. and Dinges, D. F. Summary of the key features of seven biomathematical models of human fatigue and performance. Aviat. Space Environ. Med., 2004, 75: A4-A14.
18. Menz, M. M., Büchel, C. and Peters, J. Sleep deprivation is associated with attenuated parametric valuation and control signals in the midbrain during value-based decision making. J. Neurosci., 2012, 32: 6937-6946.
19. Michael, J. R., Schucany, W. R. and Haas, R. W. Generating random variates using transformations with multiple roots. Am. Stat., 1976, 30: 88-90.
20. Mu, Q., Mishory, A., Johnson, K. A. et al. Decreased brain activation during a working memory task at rested baseline is associated with vulnerability to sleep deprivation. Sleep, 2005, 28: 433-446.
21. Nelder, J. A. and Mead, R. A simplex method for function minimization. Comput. J., 1965, 7: 308-313.
22. Patanaik, A., Zagorodnov, V. and Kwoh, C. K. 2014. Parameter estimation and simulation for one-choice Ratcliff diffusion model. Symposium on Applied Computing-Association for Computing Machinery (SAC-ACM) Special Interest Group on Applied Computing (SIGAPP), 24-28 March 2014. doi: 10.1145/2554850.2554872.
23. Rajdev, P., Thorsley, D., Rajaraman, S. et al. A unified mathematical model to quantify performance impairment for both chronic sleep restriction and total sleep deprivation. J. Theor. Biol., 2013, 331: 66-77.
24. Ratcliff, R. A theory of memory retrieval. Psychol. Rev., 1978, 85: 59.
25. Ratcliff, R. A diffusion model account of response time and accuracy in a brightness discrimination task: fitting real data and failing to fit fake but plausible data. Psychon. Bull. Rev., 2002, 9: 278-291.
26. Ratcliff, R. and Murdock, B. B. Retrieval processes in recognition memory. Psychol. Rev., 1976, 83: 190.
27. Ratcliff, R. and Rouder, J. N. Modeling response times for two-choice decisions. Psychol. Sci., 1998, 9: 347-356.
28. Ratcliff, R. and Tuerlinckx, F. Estimating parameters of the diffusion model: approaches to dealing with contaminant reaction times and parameter variability. Psychon. Bull. Rev., 2002, 9: 438-481.
29. Ratcliff, R. and Van Dongen, H. P. Sleep deprivation affects multiple distinct cognitive processes. Psychonomic Bull. Rev., 2009, 16: 742-751.
30. Ratcliff, R. and Van Dongen, H. Diffusion model for one-choice reaction-time tasks and the cognitive effects of sleep deprivation. Proc. Natl Acad. Sci. USA, 2011, 108: 11285.
31. Ratcliff, R., Thapar, A. and Mckoon, G. A diffusion model analysis of the effects of aging on brightness discrimination. Percept. Psychophys., 2003, 65: 523-535.
32. Rocklage, M., Williams, V., Pacheco, J. and Schnyer, D. M. White matter differences predict cognitive vulnerability to sleep deprivation. Sleep, 2009, 32: 1100.
33. Stern, Y. What is cognitive reserve? Theory and research application of the reserve concept. J. Int. Neuropsychol. Soc., 2002, 8: 448-460.
34. Tegenthoff, M., Ragert, P., Pleger, B. et al. Improvement of tactile discrimination performance and enlargement of cortical somatosensory maps after 5 Hz rTMS. PLoS Biol., 2005, 3: e362.
35. Tomasi, D., Wang, R. L., Telang, F. et al. Impairment of attentional networks after 1 night of sleep deprivation. Cereb. Cortex, 2009, 19: 233-240.
36. Tuerlinckx, F., Maris, E., Ratcliff, R. and De Boeck, P. A comparison of four methods for simulating the diffusion process. Behav. Res. Methods, 2001, 33: 443-456.
37. Van Dongen, H. P., Maislin, G., Mullington, J. M. and Dinges, D. F. The cumulative cost of additional wakefulness: dose-response effects on neurobehavioral functions and sleep physiology from chronic sleep restriction and total sleep deprivation. Sleep, 2003, 26: 117-129.
38. Van Dongen, H., Baynard, M. D., Maislin, G. and Dinges, D. F. Systematic interindividual differences in neurobehavioral impairment from sleep loss: evidence of trait-like differential vulnerability. Sleep, 2004a, 27: 423-433.
39. Van Dongen, H., Maislin, G. and Dinges, D. F. Dealing with inter-individual differences in the temporal dynamics of fatigue and performance: importance and techniques. Aviat. Space Environ. Med., 2004b, 75: A147-A154.
40. Venkatraman, V., Chuah, Y. M., Huettel, S. A. and Chee, M. W. Sleep deprivation elevates expectation of gains and attenuates response to losses following risky decisions. Sleep, 2007, 30: 603-609.
41. Voss, A., Rothermund, K. and Voss, J. Interpreting the parameters of the diffusion model: an empirical validation. Mem. Cogn., 2004, 32: 1206-1220.