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2. Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity: A Systematic Review.

Author

Sangchooli, Arshiya, Zare-Bidoky, Mehran, Fathi Jouzdani, Ali, Schacht, Joseph, Bjork, James, Claus, Eric, Prisciandaro, James, Wilson, Stephen, Wüstenberg, Torsten, Potvin, Stéphane, Ahmadi, Pooria, Bach, Patrick, Baldacchino, Alex, Beck, Anne, Brady, Kathleen, Brewer, Judson, Childress, Anna, Courtney, Kelly, Ebrahimi, Mohsen, Filbey, Francesca, Garavan, Hugh, Ghahremani, Dara, Goldstein, Rita, Goudriaan, Anneke, Grodin, Erica, Hanlon, Colleen, Haugg, Amelie, Heilig, Markus, Heinz, Andreas, Holczer, Adrienn, Van Holst, Ruth, Joseph, Jane, Juliano, Anthony, Kaufman, Marc, Kiefer, Falk, Khojasteh Zonoozi, Arash, Kuplicki, Rayus, Leyton, Marco, London, Edythe, Mackey, Scott, McClernon, F, Mellick, William, Morley, Kirsten, Noori, Hamid, Oghabian, Mohammad, Oliver, Jason, Owens, Max, Paulus, Martin, Perini, Irene, Rafei, Parnian, Ray, Lara, Sinha, Rajita, Smolka, Michael, Soleimani, Ghazaleh, Spanagel, Rainer, Steele, Vaughn, Tapert, Susan, Vollstädt-Klein, Sabine, Wetherill, Reagan, Witkiewitz, Katie, Yuan, Kai, Zhang, Xiaochu, Verdejo-Garcia, Antonio, Potenza, Marc, Janes, Amy, Kober, Hedy, Zilverstand, Anna, and Ekhtiari, Hamed

Abstract

IMPORTANCE: In the last 25 years, functional magnetic resonance imaging drug cue reactivity (FDCR) studies have characterized some core aspects in the neurobiology of drug addiction. However, no FDCR-derived biomarkers have been approved for treatment development or clinical adoption. Traversing this translational gap requires a systematic assessment of the FDCR literature evidence, its heterogeneity, and an evaluation of possible clinical uses of FDCR-derived biomarkers. OBJECTIVE: To summarize the state of the field of FDCR, assess their potential for biomarker development, and outline a clear process for biomarker qualification to guide future research and validation efforts. EVIDENCE REVIEW: The PubMed and Medline databases were searched for every original FDCR investigation published from database inception until December 2022. Collected data covered study design, participant characteristics, FDCR task design, and whether each study provided evidence that might potentially help develop susceptibility, diagnostic, response, prognostic, predictive, or severity biomarkers for 1 or more addictive disorders. FINDINGS: There were 415 FDCR studies published between 1998 and 2022. Most focused on nicotine (122 [29.6%]), alcohol (120 [29.2%]), or cocaine (46 [11.1%]), and most used visual cues (354 [85.3%]). Together, these studies recruited 19 311 participants, including 13 812 individuals with past or current substance use disorders. Most studies could potentially support biomarker development, including diagnostic (143 [32.7%]), treatment response (141 [32.3%]), severity (84 [19.2%]), prognostic (30 [6.9%]), predictive (25 [5.7%]), monitoring (12 [2.7%]), and susceptibility (2 [0.5%]) biomarkers. A total of 155 interventional studies used FDCR, mostly to investigate pharmacological (67 [43.2%]) or cognitive/behavioral (51 [32.9%]) interventions; 141 studies used FDCR as a response measure, of which 125 (88.7%) reported significant interventional FDCR alterations; and 25 studies used FDCR as an intervention outcome predictor, with 24 (96%) finding significant associations between FDCR markers and treatment outcomes. CONCLUSIONS AND RELEVANCE: Based on this systematic review and the proposed biomarker development framework, there is a pathway for the development and regulatory qualification of FDCR-based biomarkers of addiction and recovery. Further validation could support the use of FDCR-derived measures, potentially accelerating treatment development and improving diagnostic, prognostic, and predictive clinical judgments.

Published
2024

3. Cross-ancestry genome-wide association studies of brain imaging phenotypes

Author

Fu, Jilian, Zhang, Quan, Wang, Jianhua, Wang, Meiyun, Zhang, Bing, Zhu, Wenzhen, Qiu, Shijun, Geng, Zuojun, Cui, Guangbin, Yu, Yongqiang, Liao, Weihua, Zhang, Hui, Gao, Bo, Xu, Xiaojun, Han, Tong, Yao, Zhenwei, Qin, Wen, Liu, Feng, Liang, Meng, Wang, Sijia, Xu, Qiang, Xu, Jiayuan, Zhang, Peng, Li, Wei, Shi, Dapeng, Wang, Caihong, Lui, Su, Yan, Zhihan, Chen, Feng, Zhang, Jing, Li, Jiance, Shen, Wen, Miao, Yanwei, Wang, Dawei, Xian, Junfang, Gao, Jia-Hong, Zhang, Xiaochu, Xu, Kai, Zuo, Xi-Nian, Zhang, Longjiang, Ye, Zhaoxiang, Cheng, Jingliang, Li, Mulin Jun, and Yu, Chunshui

Published
2024
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8. Covariation of preadult environmental exposures, adult brain imaging phenotypes, and adult personality traits

Author

Xue, Kaizhong, Gao, Bo, Chen, Feng, Wang, Meiyun, Cheng, Jingliang, Zhang, Bing, Zhu, Wenzhen, Qiu, Shijun, Geng, Zuojun, Zhang, Xiaochu, Cui, Guangbin, Yu, Yongqiang, Zhang, Quan, Liao, Weihua, Zhang, Hui, Xu, Xiaojun, Han, Tong, Qin, Wen, Liu, Feng, Liang, Meng, Guo, Lining, Xu, Qiang, Xu, Jiayuan, Fu, Jilian, Zhang, Peng, Li, Wei, Shi, Dapeng, Wang, Caihong, Lui, Su, Yan, Zhihan, Zhang, Jing, Li, Jiance, Wang, Dawei, Xian, Junfang, Xu, Kai, Zuo, Xi-Nian, Zhang, Longjiang, Ye, Zhaoxiang, Banaschewski, Tobias, Barker, Gareth J., Bokde, Arun L. W., Desrivières, Sylvane, Flor, Herta, Grigis, Antoine, Garavan, Hugh, Gowland, Penny, Heinz, Andreas, Brühl, Rüdiger, Martinot, Jean-Luc, Martinot, Marie-Laure Paillère, Artiges, Eric, Nees, Frauke, Orfanos, Dimitri Papadopoulos, Lemaitre, Herve, Poustka, Luise, Hohmann, Sarah, Holz, Nathalie, Fröhner, Juliane H., Smolka, Michael N., Vaidya, Nilakshi, Walter, Henrik, Whelan, Robert, Shen, Wen, Miao, Yanwei, and Yu, Chunshui

Published
2023
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10. A methodological checklist for fMRI drug cue reactivity studies: development and expert consensus

Author

Ekhtiari, Hamed, Zare-Bidoky, Mehran, Sangchooli, Arshiya, Janes, Amy C, Kaufman, Marc J, Oliver, Jason A, Prisciandaro, James J, Wüstenberg, Torsten, Anton, Raymond F, Bach, Patrick, Baldacchino, Alex, Beck, Anne, Bjork, James M, Brewer, Judson, Childress, Anna Rose, Claus, Eric D, Courtney, Kelly E, Ebrahimi, Mohsen, Filbey, Francesca M, Ghahremani, Dara G, Azbari, Peyman Ghobadi, Goldstein, Rita Z, Goudriaan, Anna E, Grodin, Erica N, Hamilton, J Paul, Hanlon, Colleen A, Hassani-Abharian, Peyman, Heinz, Andreas, Joseph, Jane E, Kiefer, Falk, Zonoozi, Arash Khojasteh, Kober, Hedy, Kuplicki, Rayus, Li, Qiang, London, Edythe D, McClernon, Joseph, Noori, Hamid R, Owens, Max M, Paulus, Martin P, Perini, Irene, Potenza, Marc, Potvin, Stéphane, Ray, Lara, Schacht, Joseph P, Seo, Dongju, Sinha, Rajita, Smolka, Michael N, Spanagel, Rainer, Steele, Vaughn R, Stein, Elliot A, Steins-Loeber, Sabine, Tapert, Susan F, Verdejo-Garcia, Antonio, Vollstädt-Klein, Sabine, Wetherill, Reagan R, Wilson, Stephen J, Witkiewitz, Katie, Yuan, Kai, Zhang, Xiaochu, and Zilverstand, Anna

Subjects
Biological Psychology, Biomedical and Clinical Sciences, Psychology, Brain Disorders, Clinical Research, Neurosciences, Basic Behavioral and Social Science, Behavioral and Social Science, Drug Abuse (NIDA only), Substance Misuse, Generic health relevance, Good Health and Well Being, Checklist, Cues, Delphi Technique, Humans, Magnetic Resonance Imaging, Reproducibility of Results, Chemical Sciences, Biological Sciences, Medical and Health Sciences, Bioinformatics
Abstract

Cue reactivity is one of the most frequently used paradigms in functional magnetic resonance imaging (fMRI) studies of substance use disorders (SUDs). Although there have been promising results elucidating the neurocognitive mechanisms of SUDs and SUD treatments, the interpretability and reproducibility of these studies is limited by incomplete reporting of participants' characteristics, task design, craving assessment, scanning preparation and analysis decisions in fMRI drug cue reactivity (FDCR) experiments. This hampers clinical translation, not least because systematic review and meta-analysis of published work are difficult. This consensus paper and Delphi study aims to outline the important methodological aspects of FDCR research, present structured recommendations for more comprehensive methods reporting and review the FDCR literature to assess the reporting of items that are deemed important. Forty-five FDCR scientists from around the world participated in this study. First, an initial checklist of items deemed important in FDCR studies was developed by several members of the Enhanced NeuroImaging Genetics through Meta-Analyses (ENIGMA) Addiction working group on the basis of a systematic review. Using a modified Delphi consensus method, all experts were asked to comment on, revise or add items to the initial checklist, and then to rate the importance of each item in subsequent rounds. The reporting status of the items in the final checklist was investigated in 108 recently published FDCR studies identified through a systematic review. By the final round, 38 items reached the consensus threshold and were classified under seven major categories: 'Participants' Characteristics', 'General fMRI Information', 'General Task Information', 'Cue Information', 'Craving Assessment Inside Scanner', 'Craving Assessment Outside Scanner' and 'Pre- and Post-Scanning Considerations'. The review of the 108 FDCR papers revealed significant gaps in the reporting of the items considered important by the experts. For instance, whereas items in the 'General fMRI Information' category were reported in 90.5% of the reviewed papers, items in the 'Pre- and Post-Scanning Considerations' category were reported by only 44.7% of reviewed FDCR studies. Considering the notable and sometimes unexpected gaps in the reporting of items deemed to be important by experts in any FDCR study, the protocols could benefit from the adoption of reporting standards. This checklist, a living document to be updated as the field and its methods advance, can help improve experimental design, reporting and the widespread understanding of the FDCR protocols. This checklist can also provide a sample for developing consensus statements for protocols in other areas of task-based fMRI.

Published
2022

11. Cross-ancestry genome-wide association meta-analyses of hippocampal and subfield volumes

Author

Liu, Nana, Zhang, Longjiang, Tian, Tian, Cheng, Jingliang, Zhang, Bing, Qiu, Shijun, Geng, Zuojun, Cui, Guangbin, Zhang, Quan, Liao, Weihua, Yu, Yongqiang, Zhang, Hui, Gao, Bo, Xu, Xiaojun, Han, Tong, Yao, Zhenwei, Qin, Wen, Liu, Feng, Liang, Meng, Xu, Qiang, Fu, Jilian, Xu, Jiayuan, Zhu, Wenzhen, Zhang, Peng, Li, Wei, Shi, Dapeng, Wang, Caihong, Lui, Su, Yan, Zhihan, Chen, Feng, Li, Jiance, Zhang, Jing, Wang, Dawei, Shen, Wen, Miao, Yanwei, Xian, Junfang, Gao, Jia-Hong, Zhang, Xiaochu, Li, Mulin Jun, Xu, Kai, Zuo, Xi-Nian, Wang, Meiyun, Ye, Zhaoxiang, and Yu, Chunshui

Published
2023
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13. Predictive role of impulsivity, anxiety, and depression in the efficacy of intermittent theta burst transcranial magnetic stimulation modalities for treating methamphetamine use disorder: A randomized clinical trial

Author

Ren, Zixuan, Mu, Linlin, Wang, Lijin, Xia, Lingling, Song, Peipei, Wang, Yan, Li, Junda, Duan, Fan, Li, Haonan, Tang, Huajun, Wang, Wenjuan, Zhu, Lin, Zhang, Lei, Song, Xun, Wang, Yujing, Zhao, Wei, Zhu, Yuqiong, Wang, Ze, Shao, Wenyi, Zhang, Xiaochu, and Jiao, Dongliang

Published
2024
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14. Genome-wide association study of hippocampal blood-oxygen-level-dependent-cerebral blood flow correlation in Chinese Han population

Author

Xue, Hui, Xu, Xiaojun, Yan, Zhihan, Cheng, Jingliang, Zhang, Longjiang, Zhu, Wenzhen, Cui, Guangbin, Zhang, Quan, Qiu, Shijun, Yao, Zhenwei, Qin, Wen, Liu, Feng, Liang, Meng, Fu, Jilian, Xu, Qiang, Xu, Jiayuan, Xie, Yingying, Zhang, Peng, Li, Wei, Wang, Caihong, Shen, Wen, Zhang, Xiaochu, Xu, Kai, Zuo, Xi-Nian, Ye, Zhaoxiang, Yu, Yongqiang, Xian, Junfang, and Yu, Chunshui

Published
2023
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15. The impact of pre-adulthood urbanicity on hippocampal subfield volumes and neurocognitive abilities in young adults

Author

Liu, Mengge, Han, Tong, Wu, Yue, Cheng, Jingliang, Zhang, Longjiang, Zhang, Bing, Zuo, Xi-Nian, Zhu, Wenzhen, Qiu, Shijun, Geng, Zuojun, Zhang, Xiaochu, Cui, Guangbin, Zhang, Quan, Yu, Yongqiang, Zhang, Hui, Gao, Bo, Xu, Xiaojun, Yao, Zhenwei, Qin, Wen, Liang, Meng, Liu, Feng, Guo, Lining, Xu, Qiang, Fu, Jilian, Xu, Jiayuan, Tang, Jie, Liu, Nana, Xue, Kaizhong, Zhang, Peng, Li, Wei, Shi, Dapeng, Wang, Caihong, Gao, Jia-Hong, Lui, Su, Yan, Zhihan, Chen, Feng, Li, Jiance, Zhang, Jing, Shen, Wen, Miao, Yanwei, Xian, Junfang, Yu, Le, Xu, Kai, Wang, Meiyun, Ye, Zhaoxiang, Liao, Wei-Hua, Wang, Dawei, and Yu, Chunshui

Published
2023
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18. Construction of Mobile Internet Value Proposition Model: An Empirical Study Based on Cases and Structural Equation Modeling(SEM)

Author

Zhang Xiaochu

Subjects
Social Sciences
Abstract

The pervasive influence of mobile internet is fundamentally reshaping both professional and everyday life, resulting in significant alterations to customer value creation models. Grounded in an extensive literature review, this article employs a causal case study methodology, incorporating in-depth interviews with 57 Chinese mobile internet users, along with observational data. The study aims at illuminate the core essence of mobile internet value propositions, proposing a comprehensive measurement model for assessing these propositions. The empirical validation of this model is achieved through exploratory factor analysis of 87 preliminary questionnaires and confirmatory factor analysis of 902 final questionnaires. This empirical inquiry culminates in the development of a model delineating mobile internet value propositions, which encompasses the following key dimensions: ubiquity (accessibility anytime, anywhere, accommodating fragmented time), convenience (quick access, handy availability, easy operation), individualization (automatic recognition, personalized services, security), and localization (location-based, sending location, and acquiring location).

Published
2024
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19. A checklist for assessing the methodological quality of concurrent tES-fMRI studies (ContES checklist): a consensus study and statement

Author

Ekhtiari, Hamed, Ghobadi-Azbari, Peyman, Thielscher, Axel, Antal, Andrea, Li, Lucia M., Shereen, A. Duke, Cabral-Calderin, Yuranny, Keeser, Daniel, Bergmann, Til Ole, Jamil, Asif, Violante, Ines R., Almeida, Jorge, Meinzer, Marcus, Siebner, Hartwig R., Woods, Adam J., Stagg, Charlotte J., Abend, Rany, Antonenko, Daria, Auer, Tibor, Bächinger, Marc, Baeken, Chris, Barron, Helen C., Chase, Henry W., Crinion, Jenny, Datta, Abhishek, Davis, Matthew H., Ebrahimi, Mohsen, Esmaeilpour, Zeinab, Falcone, Brian, Fiori, Valentina, Ghodratitoostani, Iman, Gilam, Gadi, Grabner, Roland H., Greenspan, Joel D., Groen, Georg, Hartwigsen, Gesa, Hauser, Tobias U., Herrmann, Christoph S., Juan, Chi-Hung, Krekelberg, Bart, Lefebvre, Stephanie, Liew, Sook-Lei, Madsen, Kristoffer H., Mahdavifar-Khayati, Rasoul, Malmir, Nastaran, Marangolo, Paola, Martin, Andrew K., Meeker, Timothy J., Ardabili, Hossein Mohaddes, Moisa, Marius, Momi, Davide, Mulyana, Beni, Opitz, Alexander, Orlov, Natasza, Ragert, Patrick, Ruff, Christian C., Ruffini, Giulio, Ruttorf, Michaela, Sangchooli, Arshiya, Schellhorn, Klaus, Schlaug, Gottfried, Sehm, Bernhard, Soleimani, Ghazaleh, Tavakoli, Hosna, Thompson, Benjamin, Timmann, Dagmar, Tsuchiyagaito, Aki, Ulrich, Martin, Vosskuhl, Johannes, Weinrich, Christiane A., Zare-Bidoky, Mehran, Zhang, Xiaochu, Zoefel, Benedikt, Nitsche, Michael A., and Bikson, Marom

Published
2022
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23. BCI-Based Neurofeedback Training for Quitting Smoking

Author

Bu, Junjie, Zhang, Xiaochu, Gan, Woon-Seng, Series Editor, Kuo, C.-C. Jay, Series Editor, Zheng, Thomas Fang, Series Editor, Barni, Mauro, Series Editor, Guger, Christoph, editor, Allison, Brendan Z., editor, and Tangermann, Michael, editor

Published
2021
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24. Global urbanicity is associated with brain and behaviour in young people

Author

Xu, Jiayuan, Liu, Xiaoxuan, Li, Qiaojun, Goldblatt, Ran, Qin, Wen, Liu, Feng, Chu, Congying, Luo, Qiang, Ing, Alex, Guo, Lining, Liu, Nana, Liu, Huaigui, Huang, Conghong, Cheng, Jingliang, Wang, Meiyun, Geng, Zuojun, Zhu, Wenzhen, Zhang, Bing, Liao, Weihua, Qiu, Shijun, Zhang, Hui, Xu, Xiaojun, Yu, Yongqiang, Gao, Bo, Han, Tong, Cui, Guangbin, Chen, Feng, Xian, Junfang, Li, Jiance, Zhang, Jing, Zuo, Xi-Nian, Wang, Dawei, Shen, Wen, Miao, Yanwei, Yuan, Fei, Lui, Su, Zhang, Xiaochu, Xu, Kai, Zhang, Longjiang, Ye, Zhaoxiang, Banaschewski, Tobias, Barker, Gareth J., Bokde, Arun L. W., Flor, Herta, Grigis, Antoine, Garavan, Hugh, Gowland, Penny, Heinz, Andreas, Brühl, Rüdiger, Martinot, Jean-Luc, Artiges, Eric, Nees, Frauke, Orfanos, Dimitri Papadopoulos, Lemaitre, Herve, Paus, Tomáš, Poustka, Luise, Robinson, Lauren, Hohmann, Sarah, Fröhner, Juliane H., Smolka, Michael N., Walter, Henrik, Whelan, Robert, Winterer, Jeanne, Patrick, Kevin, Calhoun, Vince, Li, Mulin Jun, Liang, Meng, Gong, Peng, Barker, Edward D., Clinton, Nicholas, Marquand, Andre, Yu, Le, Yu, Chunshui, and Schumann, Gunter

Published
2022
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27. Involvement of nucleus accumbens SERCA2b in methamphetamine‐induced conditioned place preference

Author

Wang, Yujing, primary, Duan, Fan, additional, Li, Junda, additional, Li, Xiangyu, additional, Xia, Lingling, additional, Zhao, Wei, additional, Wang, Ze, additional, Song, Xun, additional, Chen, Juan, additional, Wang, Jingjing, additional, Wang, Yue, additional, Zhang, Jing, additional, Zhang, Xiaochu, additional, and Jiao, Dongliang, additional

Published
2024
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28. Intelligence Testing

Author

Guo, Wen, Chen, Yijun, Liu, Shen, Zhang, Xiaochu, Machluf, Karin, Section editor, Shackelford, Todd K, editor, and Weekes-Shackelford, Viviana A, editor

Published
2021
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31. Parameter Space and Potential for Biomarker Development in 25 Years of fMRI Drug Cue Reactivity

Author

Sangchooli, Arshiya, Zare-Bidoky, Mehran, Jouzdani, Ali Fathi, Schacht, Joseph, Bjork, James M., Claus, Eric D., Prisciandaro, James J., Wilson, Stephen J., Wuestenberg, Torsten, Potvin, Stephane, Ahmadi, Pooria, Bach, Patrick, Baldacchino, Alex, Beck, Anne, Brady, Kathleen T., Brewer, Judson A., Childress, Anna Rose, Courtney, Kelly E., Ebrahimi, Mohsen, Filbey, Francesca M., Garavan, Hugh, Ghahremani, Dara G., Goldstein, Rita Z., Goudriaan, Anneke E., Grodin, Erica N., Hanlon, Colleen A., Haugg, Amelie, Heilig, Markus, Heinz, Andreas, Holczer, Adrienn, Van Holst, Ruth J., Joseph, Jane E., Juliano, Anthony C., Kaufman, Marc J., Kiefer, Falk, Zonoozi, Arash Khojasteh, Kuplicki, Rayus T., Leyton, Marco, London, Edythe D., Mackey, Scott, McClernon, F. Joseph, Mellick, William H., Morley, Kirsten, Noori, Hamid R., Oghabian, Mohammad Ali, Oliver, Jason A., Owens, Max, Paulus, Martin P., Perini, Irene, Rafei, Parnian, Ray, Lara A., Sinha, Rajita, Smolka, Michael N., Soleimani, Ghazaleh, Spanagel, Rainer, Steele, Vaughn R., Tapert, Susan F., Vollstaedt-Klein, Sabine, Wetherill, Reagan R., Witkiewitz, Katie, Yuan, Kai, Zhang, Xiaochu, Verdejo-Garcia, Antonio, Potenza, Marc N., Janes, Amy C., Kober, Hedy, Zilverstand, Anna, Ekhtiari, Hamed, Sangchooli, Arshiya, Zare-Bidoky, Mehran, Jouzdani, Ali Fathi, Schacht, Joseph, Bjork, James M., Claus, Eric D., Prisciandaro, James J., Wilson, Stephen J., Wuestenberg, Torsten, Potvin, Stephane, Ahmadi, Pooria, Bach, Patrick, Baldacchino, Alex, Beck, Anne, Brady, Kathleen T., Brewer, Judson A., Childress, Anna Rose, Courtney, Kelly E., Ebrahimi, Mohsen, Filbey, Francesca M., Garavan, Hugh, Ghahremani, Dara G., Goldstein, Rita Z., Goudriaan, Anneke E., Grodin, Erica N., Hanlon, Colleen A., Haugg, Amelie, Heilig, Markus, Heinz, Andreas, Holczer, Adrienn, Van Holst, Ruth J., Joseph, Jane E., Juliano, Anthony C., Kaufman, Marc J., Kiefer, Falk, Zonoozi, Arash Khojasteh, Kuplicki, Rayus T., Leyton, Marco, London, Edythe D., Mackey, Scott, McClernon, F. Joseph, Mellick, William H., Morley, Kirsten, Noori, Hamid R., Oghabian, Mohammad Ali, Oliver, Jason A., Owens, Max, Paulus, Martin P., Perini, Irene, Rafei, Parnian, Ray, Lara A., Sinha, Rajita, Smolka, Michael N., Soleimani, Ghazaleh, Spanagel, Rainer, Steele, Vaughn R., Tapert, Susan F., Vollstaedt-Klein, Sabine, Wetherill, Reagan R., Witkiewitz, Katie, Yuan, Kai, Zhang, Xiaochu, Verdejo-Garcia, Antonio, Potenza, Marc N., Janes, Amy C., Kober, Hedy, Zilverstand, Anna, and Ekhtiari, Hamed

Abstract

Importance In the last 25 years, functional magnetic resonance imaging drug cue reactivity (FDCR) studies have characterized some core aspects in the neurobiology of drug addiction. However, no FDCR-derived biomarkers have been approved for treatment development or clinical adoption. Traversing this translational gap requires a systematic assessment of the FDCR literature evidence, its heterogeneity, and an evaluation of possible clinical uses of FDCR-derived biomarkers. Objective To summarize the state of the field of FDCR, assess their potential for biomarker development, and outline a clear process for biomarker qualification to guide future research and validation efforts. Evidence Review The PubMed and Medline databases were searched for every original FDCR investigation published from database inception until December 2022. Collected data covered study design, participant characteristics, FDCR task design, and whether each study provided evidence that might potentially help develop susceptibility, diagnostic, response, prognostic, predictive, or severity biomarkers for 1 or more addictive disorders. Findings There were 415 FDCR studies published between 1998 and 2022. Most focused on nicotine (122 [29.6%]), alcohol (120 [29.2%]), or cocaine (46 [11.1%]), and most used visual cues (354 [85.3%]). Together, these studies recruited 19 311 participants, including 13 812 individuals with past or current substance use disorders. Most studies could potentially support biomarker development, including diagnostic (143 [32.7%]), treatment response (141 [32.3%]), severity (84 [19.2%]), prognostic (30 [6.9%]), predictive (25 [5.7%]), monitoring (12 [2.7%]), and susceptibility (2 [0.5%]) biomarkers. A total of 155 interventional studies used FDCR, mostly to investigate pharmacological (67 [43.2%]) or cognitive/behavioral (51 [32.9%]) interventions; 141 studies used FDCR as a response measure, of which 125 (88.7%) reported significant interventional FDCR alterations; and 25, Funding Agencies|Deutsche Forschungsgemeinschaft

Published
2024
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32. Non-rigid Registration of White Matter Tractography Using Coherent Point Drift Algorithm

Author

Wang, Wenjuan, Liu, Jin, Wang, Tengfei, Hu, Zongtao, Xia, Li, Wang, Hongzhi, Yang, Lizhuang, Wong, Stephen T.C., Zhang, Xiaochu, Li, Hai, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Zhu, Dajiang, editor, Yan, Jingwen, editor, Huang, Heng, editor, Shen, Li, editor, Thompson, Paul M., editor, Westin, Carl-Fredrik, editor, Pennec, Xavier, editor, Joshi, Sarang, editor, Nielsen, Mads, editor, Fletcher, Tom, editor, Durrleman, Stanley, editor, and Sommer, Stefan, editor

Published
2019
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33. Separable amygdala activation patterns in the evaluations of robots

Author

Wei, Zhengde, primary, Chen, Ying, additional, Zhao, Qian, additional, Ren, Jiecheng, additional, Piao, Yi, additional, Zhang, Pengyu, additional, Zha, Rujing, additional, Qiu, Bensheng, additional, Zhang, Daren, additional, Bi, Yanchao, additional, Han, Shihui, additional, Li, Chunbo, additional, and Zhang, Xiaochu, additional

Published
2024
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34. How growth without siblings affects adult brain and behavior

Author

Yu, Chunshui, primary, Tang, Jie, additional, Zhang, Jing, additional, Li, Wei, additional, Wang, Meiyun, additional, Cheng, Jingliang, additional, Zhang, Bing, additional, Zhu, Wenzhen, additional, Qiu, Shijun, additional, Cui, Guangbin, additional, Yu, Yongqiang, additional, Liao, Weihua, additional, Zhang, Hui, additional, Gao, Bo, additional, Xu, Xiaojun, additional, Yang, Yunjun, additional, Han, Tong, additional, Yao, Zhenwei, additional, Zhang, Quan, additional, Qin, Wen, additional, Liu, Feng, additional, Liang, Meng, additional, Wang, Sijia, additional, Xu, Qiang, additional, Xu, Jiayuan, additional, Fu, Jilian, additional, Ji, Yuan, additional, Liu, Nana, additional, Zhang, Peng, additional, Shi, Dapeng, additional, Wang, Caihong, additional, Lui, Su, additional, Yan, Zhihan, additional, Chen, Feng, additional, Shen, Wen, additional, Miao, Yanwei, additional, Wang, Dawei, additional, Xian, Junfang, additional, Zhang, Xiaochu, additional, Xu, Kai, additional, Zuo, Xi-Nian, additional, Zhang, Long Jiang, additional, Ye, Zhaoxiang, additional, Geng, Zuojun, additional, Gao, Jia-Hong, additional, and Consortium, The CHIMGEN, additional

Published
2024
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35. Sex, executive function, and prospective memory regulate the chain-mediation pathway of alcohol use and impulsivity

Author

Duan, Fan, primary, Xia, Lingling, additional, Li, Junda, additional, Li, Xiangyu, additional, Zhou, Yiding, additional, Luo, Hanrun, additional, Wang, Ze, additional, Song, Xun, additional, Wang, Jingjing, additional, Chen, Jinxuan, additional, Wang, Yue, additional, Zhang, Jing, additional, Zhang, Xiaochu, additional, and Jiao, Dongliang, additional

Published
2023
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37. Summary and Prospect

Author

Wei, Zhengde, Chen, Xueli, Zhang, Xiaochu, COHEN, IRUN R., Series editor, LAJTHA, ABEL, Series editor, LAMBRIS, JOHN D., Series editor, PAOLETTI, RODOLFO, Series editor, REZAEI, NIMA, Series editor, Zhang, Xiaochu, editor, Shi, Jie, editor, and Tao, Ran, editor

Published
2017
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38. Similarities and Differences in Diagnostic Criterion

Author

Wei, Zhengde, Zhang, Xiaochu, COHEN, IRUN R., Series editor, LAJTHA, ABEL, Series editor, LAMBRIS, JOHN D., Series editor, PAOLETTI, RODOLFO, Series editor, REZAEI, NIMA, Series editor, Zhang, Xiaochu, editor, Shi, Jie, editor, and Tao, Ran, editor

Published
2017
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39. Received View of Addiction, Relapse and Treatment

Author

Ndasauka, Yamikani, Wei, Zhengde, Zhang, Xiaochu, COHEN, IRUN R., Series editor, LAJTHA, ABEL, Series editor, LAMBRIS, JOHN D., Series editor, PAOLETTI, RODOLFO, Series editor, REZAEI, NIMA, Series editor, Zhang, Xiaochu, editor, Shi, Jie, editor, and Tao, Ran, editor

Published
2017
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42. Transcranial electrical and magnetic stimulation (tES and TMS) for addiction medicine: A consensus paper on the present state of the science and the road ahead

Author

Ekhtiari, Hamed, Tavakoli, Hosna, Addolorato, Giovanni, Baeken, Chris, Bonci, Antonello, Campanella, Salvatore, Castelo-Branco, Luis, Challet-Bouju, Gaëlle, Clark, Vincent P., Claus, Eric, Dannon, Pinhas N., Del Felice, Alessandra, den Uyl, Tess, Diana, Marco, di Giannantonio, Massimo, Fedota, John R., Fitzgerald, Paul, Gallimberti, Luigi, Grall-Bronnec, Marie, Herremans, Sarah C., Herrmann, Martin J., Jamil, Asif, Khedr, Eman, Kouimtsidis, Christos, Kozak, Karolina, Krupitsky, Evgeny, Lamm, Claus, Lechner, William V., Madeo, Graziella, Malmir, Nastaran, Martinotti, Giovanni, McDonald, William M., Montemitro, Chiara, Nakamura-Palacios, Ester M., Nasehi, Mohammad, Noël, Xavier, Nosratabadi, Masoud, Paulus, Martin, Pettorruso, Mauro, Pradhan, Basant, Praharaj, Samir K., Rafferty, Haley, Sahlem, Gregory, Salmeron, Betty jo, Sauvaget, Anne, Schluter, Renée S., Sergiou, Carmen, Shahbabaie, Alireza, Sheffer, Christine, Spagnolo, Primavera A., Steele, Vaughn R., Yuan, Ti-fei, van Dongen, Josanne D.M., Van Waes, Vincent, Venkatasubramanian, Ganesan, Verdejo-García, Antonio, Verveer, Ilse, Welsh, Justine W., Wesley, Michael J., Witkiewitz, Katie, Yavari, Fatemeh, Zarrindast, Mohammad-Reza, Zawertailo, Laurie, Zhang, Xiaochu, Cha, Yoon-Hee, George, Tony P., Frohlich, Flavio, Goudriaan, Anna E., Fecteau, Shirley, Daughters, Stacey B., Stein, Elliot A., Fregni, Felipe, Nitsche, Michael A., Zangen, Abraham, Bikson, Marom, and Hanlon, Colleen A.

Published
2019
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45. A neural circuit for comorbid depressive symptoms in chronic pain

Author

Zhou, Wenjie, Jin, Yan, Meng, Qian, Zhu, Xia, Bai, Tongjian, Tian, Yanghua, Mao, Yu, Wang, Likui, Xie, Wen, Zhong, Hui, Zhang, Na, Luo, Min-Hua, Tao, Wenjuan, Wang, Haitao, Li, Jie, Li, Juan, Qiu, Ben-Sheng, Zhou, Jiang-Ning, Li, Xiangyao, Xu, Han, Wang, Kai, Zhang, Xiaochu, Liu, Yong, Richter-Levin, Gal, Xu, Lin, and Zhang, Zhi

Published
2019
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49. Reduced loss aversion in value-based decision-making and edge-centric functional connectivity in patients with internet gaming disorder

Author

Hong, Wei, primary, Liang, Peipeng, additional, Pan, Yu, additional, Jin, Jia, additional, Luo, Lijuan, additional, Li, Ying, additional, Jin, Chen, additional, Lü, Wanwan, additional, Wang, Min, additional, Liu, Yan, additional, Chen, Hui, additional, Gou, Huixing, additional, Wei, Wei, additional, Ma, Zhanyu, additional, Tao, Ran, additional, Zha, Rujing, additional, and Zhang, Xiaochu, additional

Published
2023
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