Pharmacovigilance of sodium-glucose co-transporter-2 inhibitors: what a clinician should know on disproportionality analysis of spontaneous reporting systems
Abstract
Sodium-glucose co-transporter-2 inhibitors (SGLT2-Is) have consistently demonstrated a clinically significant reduction of cardiovascular mortality. However, their safety in clinical practice is still incompletely characterized, and post-marketing monitoring is required considering the expected increase in clinical use. Different analyses of international spontaneous reporting systems, known as disproportionality analyses (DAs), have highlighted the occurrence of ketoacidosis, amputations, acute renal failure and skin toxicity. In this viewpoint, we critically appraise these pharmacovigilance data on SGLT2-Is, with the aim of supporting clinicians in proper interpretation of these studies, and discussing their risk-benefit profile. To this aim, we offer a broad perspective on basic technical aspects subtending DAs of spontaneous reporting databases (describing peculiarities of the Food and Drug Administration Adverse Event Reporting System), their common and evolving uses, key pitfalls in presenting study results (in terms of "risk" or "association") and relevant strategies to account for major confounders. This will also facilitate reviewers and editors in proper evaluation of DAs, and prompt pharmacovigilance experts in converging towards a set of minimum requirements in standardization of design, performance and reporting of DAs. A consensus on quality assessment of DAs will finally establish their transferability to clinical practice. It is anticipated that DAs cannot be used per se as a standalone approach to assess a drug-related risk and cannot replace clinical judgment in the individual patient.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The added value of pharmacovigilance studies has already been demonstrated in various settings.
“the added value of pharmacovigilance studies has already been demonstrated in various settings (3, 4, 7, 8).”
From The Changing Face of Drug-induced Adrenal Insufficiency in the Food and Drug Administration Adverse Event Reporting System (2022) · cites this paper as [8]
Cites
Evans, S., WALLER, P. C., & Davis, S. (2001) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.677 · Cited by 1,808 · see citing works
van Puijenbroek, E., Bate, A., Leufkens, H. G. M., Lindquist, M., Orre, R., & Egberts, T. C. G. (2002) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.668 · Cited by 1,385 · see citing works
Data Mining of the Public Version of the FDA Adverse Event Reporting System
Sakaeda, T., Tamon, A., Kadoyama, K., & Okuno, Y. (2013) · International Journal of Medical Sciences · doi:10.7150/ijms.6048 · Cited by 1,071 · see citing works
Quantitative signal detection using spontaneous ADR reporting
Bate, A., & Evans, S. J. W. (2009) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.1742 · Cited by 929 · see citing works
Onakpoya, I., Heneghan, C. J., & Aronson, J. K. (2016) · BMC Medicine · doi:10.1186/s12916-016-0553-2 · Cited by 617 · see citing works
Montastruc, J., Sommet, A., Bagheri, H., & Lapeyre‐Mestre, M. (2011) · British Journal of Clinical Pharmacology · doi:10.1111/j.1365-2125.2011.04037.x · Cited by 518 · see citing works
Harpaz, R., DuMouchel, W., LePendu, P., Bauer‐Mehren, A., Ryan, P. B., & Shah, N. H. (2013) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2013.24 · Cited by 341 · see citing works
Impact of Safety Alerts on Measures of Disproportionality in Spontaneous Reporting Databases
Pariente, A., Grégoire, F., Fourrier‐Réglat, A., Haramburu, F., & Moore, N. D. (2007) · Drug Safety · doi:10.2165/00002018-200730100-00007 · Cited by 270 · see citing works
Self-citationA curated and standardized adverse drug event resource to accelerate drug safety research
Banda, J. M., Evans, L., Vanguri, R. S., Tatonetti, N. P., Ryan, P. B., & Shah, N. H. (2016) · Scientific Data · doi:10.1038/sdata.2016.26 · Cited by 246 · see citing works
Channeling bias in the interpretation of drug effects
Petri, H., & Urquhart, J. (1991) · Statistics in Medicine · doi:10.1002/sim.4780100409 · Cited by 246 · see citing works
SGLT2 inhibitors and diabetic ketoacidosis: data from the FDA Adverse Event Reporting System
Fadini, G. P., Bonora, B. M., & Avogaro, A. (2017) · Diabetologia · doi:10.1007/s00125-017-4301-8 · Cited by 242 · see citing works
Piccinni, C., Motola, D., Marchesini, G., & Poluzzi, E. (2011) · Diabetes Care · doi:10.2337/dc10-2412 · Cited by 239 · see citing works
Self-citationPoluzzi, E., Raschi, E., Piccinni, C. P., & De, F. (2012) · InTech eBooks · doi:10.5772/50095 · Cited by 227 · see citing works
Self-citationHoffman, K. B., Dimbil, M., Erdman, C. B., Tatonetti, N. P., & Overstreet, B. M. (2014) · Drug Safety · doi:10.1007/s40264-014-0150-2 · Cited by 211 · see citing works
Hauben, M., & Aronson, J. K. (2009) · Drug Safety · doi:10.2165/00002018-200932020-00003 · Cited by 170 · see citing works
Good Signal Detection Practices: Evidence from IMI PROTECT
Wisniewski, A. F. Z., Bate, A., Cédric Bousquet, B., Brueckner, A., Candore, G., Juhlin, K., Maciá, M. A., Manlik, K., Quarcoo, N., Seabroke, S., et al. (2016) · Drug Safety · doi:10.1007/s40264-016-0405-1 · Cited by 152 · see citing works
Comparison of Statistical Signal Detection Methods Within and Across Spontaneous Reporting Databases
Candore, G., Juhlin, K., Manlik, K., Thakrar, B. T., Quarcoo, N., Seabroke, S., Wisniewski, A. F. Z., & Slattery, J. (2015) · Drug Safety · doi:10.1007/s40264-015-0289-5 · Cited by 149 · see citing works
SGLT2 inhibitors and amputations in the US FDA Adverse Event Reporting System
Fadini, G. P., & Avogaro, A. (2017) · The Lancet Diabetes & Endocrinology · doi:10.1016/s2213-8587(17)30257-7 · Cited by 132 · see citing works
Lower Risk of Death With SGLT2 Inhibitors in Observational Studies: Real or Bias?
Suissa, S. (2017) · Diabetes Care · doi:10.2337/dc17-1223 · Cited by 129 · see citing works
Raschi, E., Piccinni, C. P., Poluzzi, E., Marchesini, G., & Ponti, F. D. (2011) · Acta Diabetologica · doi:10.1007/s00592-011-0340-7 · Cited by 126 · see citing works
Self-citationHoffman, K. B., Demakas, A. R., Dimbil, M., Tatonetti, N. P., & Erdman, C. B. (2014) · Drug Safety · doi:10.1007/s40264-014-0225-0 · Cited by 118 · see citing works
Michel, C., Scosyrev, E., Petrin, M., & Schmouder, R. (2017) · Clinical Drug Investigation · doi:10.1007/s40261-017-0503-6 · Cited by 105 · see citing works
Perlman, A., Heyman, S. N., Matok, I., Stokar, J., Muszkat, M., & Szalat, A. (2017) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2017.10.011 · Cited by 93 · see citing works
Effect of Competition Bias in Safety Signal Generation
Pariente, A., Avillach, P., Salvo, F., Thiessard, F., Miremont‐Salamé, G., Fourrier‐Réglat, A., Haramburu, F., Bégaud, B., & Moore, N. D. (2012) · Drug Safety · doi:10.1007/bf03261981 · Cited by 85 · see citing works
Self-citationLorberbaum, T., Sampson, K. J., Chang, J. B., Iyer, V., Woosley, R. L., Kass, R. S., & Tatonetti, N. P. (2016) · Journal of the American College of Cardiology · doi:10.1016/j.jacc.2016.07.761 · Cited by 79 · see citing works
Grundmark, B., Holmberg, L., Garmo, H., & Zethelius, B. (2014) · European Journal of Clinical Pharmacology · doi:10.1007/s00228-014-1658-1 · Cited by 73 · see citing works
A potential competition bias in the detection of safety signals from spontaneous reporting databases
Pariente, A., Didailler, M., Avillach, P., Miremont‐Salamé, G., Fourrier‐Réglat, A., Haramburu, F., & Moore, N. D. (2010) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.2022 · Cited by 67 · see citing works
Self-citationPacurariu, A. C., Straus, S. M. J. M., Trifirò, G., Schuemie, M. J., Gini, R., Herings, R. M. C., Mazzaglia, G., Picelli, G., Scotti, L., Pedersen, L. H., et al. (2015) · Drug Safety · doi:10.1007/s40264-015-0341-5 · Cited by 67 · see citing works
Maciá, M. A., de Abajo, F. J., Roberts, G., Slattery, J., Thakrar, B. T., & Wisniewski, A. F. Z. (2015) · Drug Safety · doi:10.1007/s40264-015-0351-3 · Cited by 65 · see citing works
Performance of Stratified and Subgrouped Disproportionality Analyses in Spontaneous Databases
Seabroke, S., Candore, G., Juhlin, K., Quarcoo, N., Wisniewski, A. F. Z., Arani, R. B., Painter, J. L., Tregunno, P. M., Norén, G. N., & Slattery, J. (2016) · Drug Safety · doi:10.1007/s40264-015-0388-3 · Cited by 60 · see citing works
Choosing Thresholds for Statistical Signal Detection with the Proportional Reporting Ratio
Slattery, J., Álvarez, Y., & Hidalgo, A. A. T. (2013) · Drug Safety · doi:10.1007/s40264-013-0075-1 · Cited by 56 · see citing works
Drug Utilization Research: Methods and Applications
Neville, H. L., & Trenaman, S. C. (2017) · The Canadian Journal of Hospital Pharmacy · doi:10.4212/cjhp.v70i4.1688 · Cited by 55 · see citing works
Fadini, G. P., Bonora, B. M., Sarangdhar, M., Rigato, M., & Avogaro, A. (2017) · Diabetes Obesity and Metabolism · doi:10.1111/dom.13130 · Cited by 50 · see citing works
Standardisation of the FAERS database: a systematic approach to manually recoding drug name variants
Wong, C. K., Ho, S. S., Saini, B., Hibbs, D. E., & Fois, R. A. (2015) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.3805 · Cited by 49 · see citing works
Raschi, E., Parisotto, M., Forcesi, E., Plaça, M. L., Marchesini, G., Ponti, F. D., & Poluzzi, E. (2017) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2017.10.008 · Cited by 47 · see citing works
Self-citationCutroneo, P. M., Isgrò, V., Russo, A., Ientile, V., Sottosanti, L., Pimpinella, G., Conforti, A., Moretti, U., Caputi, A. P., & Trifirò, G. (2014) · Drug Safety · doi:10.1007/s40264-014-0224-1 · Cited by 44 · see citing works
Self-citationWhen to publish measures of disproportionality derived from spontaneous reporting databases?
de Boer, A. (2011) · British Journal of Clinical Pharmacology · doi:10.1111/j.1365-2125.2011.04087.x · Cited by 41 · see citing works
Nguyen, T. T. H., Pariente, A., Montastruc, J., Lapeyre‐Mestre, M., Rousseau, V., Rascol, O., Bégaud, B., & Montastruc, F. (2016) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.13145 · Cited by 40 · see citing works
Self-citationToward multimodal signal detection of adverse drug reactions
Harpaz, R., DuMouchel, W., Schuemie, M. J., Bodenreider, O., Friedman, C., Horvitz, E., Ripple, A., Sorbello, A. F., White, R. W., Winnenburg, R., et al. (2017) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2017.10.013 · Cited by 40 · see citing works
Arnaud, M., Salvo, F., Ahmed, I., Robinson, P., Moore, N. D., Bégaud, B., Tubert‐Bitter, P., & Pariente, A. (2015) · Drug Safety · doi:10.1007/s40264-015-0375-8 · Cited by 36 · see citing works
Self-citationCaster, O., Sandberg, L., Bergvall, T., Watson, S., & Norén, G. N. (2017) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.4247 · Cited by 34 · see citing works
Reporting Patterns Indicative of Adverse Drug Interactions
Strandell, J., Caster, O., Bate, A., Norén, G. N., & Edwards, I. R. (2011) · Drug Safety · doi:10.2165/11586990-000000000-00000 · Cited by 34 · see citing works
Raschi, E., Poluzzi, E., Koci, A., Antonazzo, I. C., Marchesini, G., & Ponti, F. D. (2016) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2016.02.006 · Cited by 33 · see citing works
Self-citationA signal of increased risk of hypoglycaemia with angiotensin receptor blockers caused by confounding
Grégoire, F., Pariente, A., Fourrier‐Réglat, A., Haramburu, F., Bégaud, B., & Moore, N. D. (2008) · British Journal of Clinical Pharmacology · doi:10.1111/j.1365-2125.2008.03176.x · Cited by 31 · see citing works
Self-citationThe Pharmacovigilance Syndrome
Greenblatt, D. J. (2015) · Journal of Clinical Psychopharmacology · doi:10.1097/jcp.0000000000000367 · Cited by 29 · see citing works
Effect of Date of Drug Marketing on Disproportionality Measures in Pharmacovigilance
Pariente, A., Daveluy, A., Bénard‐Laribière, A., Miremont‐Salamé, G., Bégaud, B., & Moore, N. D. (2009) · Drug Safety · doi:10.2165/00002018-200932050-00007 · Cited by 27 · see citing works
Self-citationMoumouni, A. N. A., Robin, P., Hillaire‐Buys, D., & Faillie, J. (2017) · Fundamental and Clinical Pharmacology · doi:10.1111/fcp.12334 · Cited by 18 · see citing works
Salvo, F., Raschi, E., Moretti, U., Chiarolanza, A., Fourrier‐Réglat, A., Moore, N. D., Sturkemboom, M., Ponti, F. D., Poluzzi, E., & Pariente, A. (2014) · European Journal of Clinical Pharmacology · doi:10.1007/s00228-014-1657-2 · Cited by 17 · see citing works
Self-citationColilla, S., Yom‐Tov, E., Zhang, L., Kürzinger, M., Tcherny‐Lessenot, S., Penfornis, C., Jen, S., Gonzalez, D. S., Caubel, P., Welsh, S., et al. (2017) · Drug Safety · doi:10.1007/s40264-017-0507-4 · Cited by 16 · see citing works
Drug utilization research and pharmacovigilance
Raschi, E., & Ponti, F. D. (2016) · doi:10.1002/9781118949740.ch39 · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Fusaroli, M., Salvo, F., Bégaud, B., Alshammari, T. M., Bate, A., Battini, V., Brueckner, A., Candore, G., Carnovale, C., Crisafulli, S., et al. (2024) · Drug Safety · doi:10.1007/s40264-024-01423-7 · Cited by 366 · see citing works
Self-citationConducting and interpreting disproportionality analyses derived from spontaneous reporting systems
Cutroneo, P. M., Sartori, D., Tuccori, M., Crisafulli, S., Battini, V., Carnovale, C., Rafaniello, C., Capuano, A., Poluzzi, E., Moretti, U., et al. (2024) · Frontiers in Drug Safety and Regulation · doi:10.3389/fdsfr.2023.1323057 · Cited by 224 · see citing works
Self-citationRaschi, E., Gatti, M., Gelsomino, F., Ardizzoni, A., Poluzzi, E., & De Ponti, F. (2020) · Targeted Oncology · doi:10.1007/s11523-020-00738-6 · Cited by 157 · see citing works
Self-citationGastaldon, C., Raschi, E., Kane, J. M., Barbui, C., & Schoretsanitis, G. (2021) · Psychotherapy and Psychosomatics · doi:10.1159/000510703 · Cited by 134 · see citing works
Self-citationGorelik, E., Masarwa, R., Perlman, A., Rotshild, V., Abbasi, M., Muszkat, M., & Matok, I. (2018) · Drug Safety · doi:10.1007/s40264-018-0751-2 · Cited by 118 · see citing works
Schoretsanitis, G., Weiler, S., Barbui, C., Raschi, E., & Gastaldon, C. (2024) · JAMA Network Open · doi:10.1001/jamanetworkopen.2024.23385 · Cited by 107 · see citing works
Self-citationRaschi, E., Fusaroli, M., Ardizzoni, A., Poluzzi, E., & Ponti, F. D. (2020) · Breast Cancer Research and Treatment · doi:10.1007/s10549-020-06001-w · Cited by 106 · see citing works
Self-citationRaschi, E., Mazzarella, A., Antonazzo, I. C., Bendinelli, N., Forcesi, E., Tuccori, M., Moretti, U., Poluzzi, E., & De Ponti, F. (2019) · Targeted Oncology · doi:10.1007/s11523-019-00632-w · Cited by 101 · see citing works
Self-citationHu, Y., Gong, J., Zhang, L., Li, X., Li, X., Zhao, B., & Hai, X. (2020) · International Immunopharmacology · doi:10.1016/j.intimp.2020.106601 · Cited by 97 · see citing works
Khouri, C., Petit, C., Tod, M. M., Lepelley, M., Revol, B., Roustit, M., & Cracowski, J. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2021.01.015 · Cited by 83 · see citing works
Noseda, R., Bedussi, F., Gobbi, C., Zecca, C., & Ceschi, A. (2021) · Cephalalgia · doi:10.1177/0333102420983292 · Cited by 70 · see citing works
Gatti, M., Antonazzo, I. C., Diemberger, I., Ponti, F. D., & Raschi, E. (2020) · European Journal of Preventive Cardiology · doi:10.1177/2047487320915663 · Cited by 68 · see citing works
Self-citationGastaldon, C., Schoretsanitis, G., Arzenton, E., Raschi, E., Papola, D., Ostuzzi, G., Moretti, U., Seifritz, E., Kane, J. M., Trifirò, G., et al. (2022) · Drug Safety · doi:10.1007/s40264-022-01246-4 · Cited by 66 · see citing works
Self-citationBonora, B. M., Raschi, E., Avogaro, A., & Fadini, G. P. (2021) · Cardiovascular Diabetology · doi:10.1186/s12933-021-01243-4 · Cited by 65 · see citing works
Self-citationCornet, L., Khouri, C., Roustit, M., Guignabert, C., Chaumais, M., Humbert, M. J. C., Revol, B., Despas, F., Montani, D., & Cracowski, J. (2019) · European Respiratory Journal · doi:10.1183/13993003.02472-2018 · Cited by 60 · see citing works
Goldman, A., Bomze, D., Dankner, R. S., Hod, H., Meirson, T., Boursi, B., & Maor, E. (2020) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.14546 · Cited by 55 · see citing works
Mouffak, A., Lepelley, M., Revol, B., Bernardeau, C., Salvo, F., Pariente, A., Roustit, M., Cracowski, J., & Khouri, C. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2021.06.022 · Cited by 54 · see citing works
Self-citationCecco, S., Puligheddu, S., Fusaroli, M., Gerratana, L., Yan, M., Zamagni, C., Ponti, F. D., & Raschi, E. (2024) · Targeted Oncology · doi:10.1007/s11523-024-01058-9 · Cited by 52 · see citing works
Self-citationKhouri, C., Revol, B., Lepelley, M., Mouffak, A., Bernardeau, C., Salvo, F., Pariente, A., Roustit, M., & Cracowski, J. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2021.07.014 · Cited by 48 · see citing works
Self-citationEvolving Roles of Spontaneous Reporting Systems to Assess and Monitor Drug Safety
Raschi, E., Moretti, U., Salvo, F., Pariente, A., Antonazzo, I. C., Ponti, F. D., & Poluzzi, E. (2019) · IntechOpen eBooks · doi:10.5772/intechopen.79986 · Cited by 48 · see citing works
Self-citationGatti, M., Fusaroli, M., Caraceni, P., Poluzzi, E., Ponti, F. D., & Raschi, E. (2020) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.14459 · Cited by 47 · see citing works
Self-citationKhouri, C., Nguyen, T., Revol, B., Lepelley, M., Pariente, A., Roustit, M., & Cracowski, J. (2021) · Frontiers in Pharmacology · doi:10.3389/fphar.2021.668765 · Cited by 46 · see citing works
Self-citationFilippini, D. M., Gatti, M., Martino, V. D., Cavalieri, S., Fusaroli, M., Ardizzoni, A., Raschi, E., & Licitra, L. F. (2021) · International Journal of Cancer · doi:10.1002/ijc.33592 · Cited by 45 · see citing works
Self-citationWoods, R. H. (2022) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.15581 · Cited by 45 · see citing works
Raschi, E., Fusaroli, M., Ardizzoni, A., Poluzzi, E., & Ponti, F. D. (2021) · Cancers · doi:10.3390/cancers13081758 · Cited by 45 · see citing works
Self-citationFadini, G. P., Sarangdhar, M., Ponti, F. D., Avogaro, A., & Raschi, E. (2019) · BMJ Open Diabetes Research & Care · doi:10.1136/bmjdrc-2019-000725 · Cited by 44 · see citing works
Self-citationGoldman, A., Fishman, B., Twig, G., Raschi, E., Cukierman‐Yaffe, T., Moshkovits, Y., Pomerantz, A., Ben‐Zvi, I., Dankner, R. S., & Maor, E. (2023) · Cardiovascular Diabetology · doi:10.1186/s12933-023-01743-5 · Cited by 42 · see citing works
Self-citationYang, Z., Yu, M., Mei, M., Chen, C., Lv, Y., Xiang, L., & Li, R. (2022) · Nutrition Metabolism and Cardiovascular Diseases · doi:10.1016/j.numecd.2021.10.003 · Cited by 37 · see citing works
Hyperglycaemic disorders associated with PCSK9 inhibitors: a real-world, pharmacovigilance study
Goldman, A., Raschi, E., Cukierman‐Yaffe, T., Dankner, R. S., Shouval, R., Shechter, M., Ben‐Zvi, I., Gerstein, H. C., & Maor, E. (2021) · European Journal of Preventive Cardiology · doi:10.1093/eurjpc/zwab209 · Cited by 37 · see citing works
Self-citationJalles, C., Lepelley, M., Mouret, S., Charles, J., Leccia, M. ‐., & Trabelsi, S. (2022) · Therapies · doi:10.1016/j.therap.2022.04.005 · Cited by 36 · see citing works
Xing, X., Zhang, X., Wang, K., Wang, Z., Feng, Y., Li, X., Hua, Y., Zhang, L., & Dong, X. (2025) · Alzheimer s Research & Therapy · doi:10.1186/s13195-024-01669-4 · Cited by 36 · see citing works
Raschi, E., Antonazzo, I. C., Poluzzi, E., & Ponti, F. D. (2019) · Annals of the Rheumatic Diseases · doi:10.1136/annrheumdis-2019-215819 · Cited by 34 · see citing works
Self-citationGoldman, A., Bomze, D., Dankner, R. S., Fourey, D., Boursi, B., Arad, M., & Maor, E. (2021) · Targeted Oncology · doi:10.1007/s11523-021-00817-2 · Cited by 32 · see citing works
Guo, H., Wang, B., Yuan, S., Wu, S., Liu, J., He, M., & Wang, J. (2022) · Frontiers in Pharmacology · doi:10.3389/fphar.2022.849758 · Cited by 31 · see citing works
Antonazzo, I. C., Poluzzi, E., Forcesi, E., Riise, T., Bjørnevik, K., Baldin, E., Muratori, L., Ponti, F. D., & Raschi, E. (2018) · Multiple Sclerosis Journal · doi:10.1177/1352458518799598 · Cited by 29 · see citing works
Self-citationAntonazzo, I. C., Poluzzi, E., Forcesi, E., Salvo, F., Pariente, A., Marchesini, G., Ponti, F. D., & Raschi, E. (2019) · Acta Diabetologica · doi:10.1007/s00592-019-01378-7 · Cited by 27 · see citing works
Self-citationSex differences in adverse drug reactions: Are women more impacted?
Lacroix, C., Maurier, A., Largeau, B., Destère, A., Thillard, E.-M., Drici, M., Micallef, J., & Jonville‐Béra, A. ‐. (2022) · Therapies · doi:10.1016/j.therap.2022.10.002 · Cited by 27 · see citing works
Shao, Q.-H., Yin, X., Liu, H., Zhao, B., Huang, J., & Li, Z. (2021) · Frontiers in Pharmacology · doi:10.3389/fphar.2021.750108 · Cited by 25 · see citing works
Gravel, C. A., Krewski, D. R., Mattison, D. R., Momoli, F., & Douros, A. (2023) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.15711 · Cited by 25 · see citing works
Gatti, M., Fusaroli, M., Raschi, E., Moretti, U., Poluzzi, E., & Ponti, F. D. (2021) · Expert Opinion on Drug Safety · doi:10.1080/14740338.2021.1956461 · Cited by 21 · see citing works
Self-citationCao, M., Pan, C., Tian, Y., Wang, L., Zhao, Z., & Zhu, B. (2023) · International Journal of Clinical Pharmacy · doi:10.1007/s11096-023-01556-2 · Cited by 38 · see citing works
Fusaroli, M., Salvo, F., Bernardeau, C., Idris, M., Dolladille, C., Pariente, A., Poluzzi, E., Raschi, E., & Khouri, C. (2023) · Drug Safety · doi:10.1007/s40264-023-01329-w · Cited by 21 · see citing works
Self-citationObservational research on sodium glucose co‐transporter‐2 inhibitors: A real breakthrough?
Raschi, E., Poluzzi, E., Fadini, G. P., Marchesini, G., & Ponti, F. D. (2018) · Diabetes Obesity and Metabolism · doi:10.1111/dom.13468 · Cited by 21 · see citing works
Self-citationDrug-induced Kounis syndrome: A matter of pharmacovigilance
Raschi, E., Affini, L. F., Antonazzo, I. C., Diemberger, I., Poluzzi, E., & Ponti, F. D. (2018) · International Journal of Cardiology · doi:10.1016/j.ijcard.2018.07.119 · Cited by 21 · see citing works
Self-citationGatti, M., Raschi, E., & Ponti, F. D. (2021) · European Journal of Clinical Microbiology & Infectious Diseases · doi:10.1007/s10096-020-04149-3 · Cited by 20 · see citing works
Self-citationCOVID-19 Vaccination as a Trigger of IgA Vasculitis: A Global Pharmacovigilance Study
Ramdani, Y., Largeau, B., Jonville‐Béra, A. ‐., Maillot, F., & Audemard‐Verger, A. (2022) · The Journal of Rheumatology · doi:10.3899/jrheum.220629 · Cited by 20 · see citing works
Fadini, G. P., Sarangdhar, M., & Avogaro, A. (2018) · Diabetes Therapy · doi:10.1007/s13300-018-0408-2 · Cited by 20 · see citing works
Calcitonin gene-related peptide antagonists in pregnancy: a disproportionality analysis in VigiBase®
Noseda, R., Bedussi, F., Gobbi, C., Ceschi, A., & Zecca, C. (2024) · The Journal of Headache and Pain · doi:10.1186/s10194-024-01715-4 · Cited by 19 · see citing works
Shouval, R., Goldman, A., Flynn, J. R., El‐Moghraby, A., Rehman, M., Devlin, S. M., Corona, M., Landego, I., Lin, R. J., Scordo, M., et al. (2024) · British Journal of Haematology · doi:10.1111/bjh.19497 · Cited by 19 · see citing works
Raschi, E., Fusaroli, M., Giunchi, V., Repaci, A., Pelusi, C., Mollica, V., Massari, F., Ardizzoni, A., Poluzzi, E., Pagotto, U., et al. (2022) · Cancers · doi:10.3390/cancers14194610 · Cited by 21 · see citing works
Self-citationFusaroli, M., Salvo, F., Khouri, C., & Raschi, E. (2024) · Frontiers in Pharmacology · doi:10.3389/fphar.2024.1488725 · Cited by 18 · see citing works
Self-citationRaschi, E., Fusaroli, M., Massari, F., Mollica, V., Repaci, A., Ardizzoni, A., Poluzzi, E., Pagotto, U., & Di Dalmazi, G. (2022) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgac359 · Cited by 17 · see citing works
Self-citationMatharu, K. S., Chana, K., Ferro, C. J., & Jones, A. M. (2021) · Pharmacology Research & Perspectives · doi:10.1002/prp2.867 · Cited by 17 · see citing works
Evaluation of four machine learning models for signal detection
Dauner, D. G., Leal, E., Adam, T. J., Zhang, R., & Farley, J. F. (2023) · Therapeutic Advances in Drug Safety · doi:10.1177/20420986231219472 · Cited by 16 · see citing works
Anti-tumor Necrosis Factor-Alpha Therapy and Hypoglycemia: A Real-World Pharmacovigilance Analysis
Zhou, Y., Xie, W., Wang, L., Zhu, X., Liu, L., Liu, L., Zhu, S., & Wang, L. (2022) · Drug Safety · doi:10.1007/s40264-022-01210-2 · Cited by 16 · see citing works
Gouni‐Berthold, I., Schwarz, J., & Berthold, H. K. (2022) · Current Atherosclerosis Reports · doi:10.1007/s11883-022-01053-3 · Cited by 16 · see citing works
Lepelley, M., Khouri, C., Lacroix, C., & Bouillet, L. (2020) · The Journal of Allergy and Clinical Immunology In Practice · doi:10.1016/j.jaip.2020.03.015 · Cited by 16 · see citing works
Impact of Covid-19 Vaccination on Spontaneous Pharmacovigilance Reporting in France
de Germay, S., Singier, A., Salvo, F., Pariente, A., & on behalf of the French Pharmacovigilance Network (2023) · Drug Safety · doi:10.1007/s40264-023-01359-4 · Cited by 14 · see citing works
Self-citationThe safety of available treatment options for short bowel syndrome and unmet needs
Pironi, L., Raschi, E., & Sasdelli, A. S. (2021) · Expert Opinion on Drug Safety · doi:10.1080/14740338.2021.1940947 · Cited by 13 · see citing works
Self-citationNew Adverse Drug Reaction Signals from 2017 to 2021—Genuine Alerts or False Alarms?
Loke, Y. K., Mattishent, K., & Navaneetharaja, N. (2024) · Pharmacy · doi:10.3390/pharmacy12010033 · Cited by 13 · see citing works
The risk of worsening of myasthenia by cardiovascular medication as reflected by reporting frequency
Trillenberg, P., Katalinic, A., Thern, J., & Graf, T. (2021) · European Journal of Neurology · doi:10.1111/ene.14996 · Cited by 12 · see citing works
Kato, H., Shiraishi, C., Hagihara, M., Mikamo, H., & Iwamoto, T. (2024) · Scientific Reports · doi:10.1038/s41598-024-63504-y · Cited by 12 · see citing works
Crystal nephropathy and amoxicillin: insights from international spontaneous reporting systems
Gatti, M., Fusaroli, M., Raschi, E., Capelli, I., Poluzzi, E., & Ponti, F. D. (2021) · Journal of Nephrology · doi:10.1007/s40620-021-01191-y · Cited by 12 · see citing works
Self-citationde Filippis, R., Kane, J. M., Arzenton, E., Moretti, U., Raschi, E., Trifirò, G., Barbui, C., Fazio, P. D., Gastaldon, C., & Schoretsanitis, G. (2024) · Drug Safety · doi:10.1007/s40264-024-01431-7 · Cited by 11 · see citing works
Self-citationLee, N., Ok, J. H., Rhee, S., & Kim, Y. (2025) · Scientific Reports · doi:10.1038/s41598-025-87421-w · Cited by 12 · see citing works
Lerman, T. T., Greenberg, N., Fishman, B., Goldman, A., Talmor‐Barkan, Y., Bauer, M., Goldberg, I., Goldberg, E., Kornowski, R., Krause, I., et al. (2023) · International Journal of Cardiology · doi:10.1016/j.ijcard.2023.131613 · Cited by 11 · see citing works
Gatti, M., Raschi, E., & Ponti, F. D. (2019) · BMC Pharmacology and Toxicology · doi:10.1186/s40360-019-0364-0 · Cited by 11 · see citing works
Self-citationCardiac and metabolic safety profile of antipsychotics in youths: A WHO safety database analysis
Merino, D., Gérard, A. O., Destère, A., Saidessalam, H., Askenazy-Gittard, F., Montastruc, F., Drici, M., & Thümmler, S. (2024) · Psychiatry Research · doi:10.1016/j.psychres.2024.115786 · Cited by 10 · see citing works
Zhuang, W., Xu, J., Wu, Y., Yang, J., Lin, X., Liao, Y., Wan, J., Weng, L., & Lin, W. (2023) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.15783 · Cited by 11 · see citing works
Ji, L.-H., Zhao, C., Wang, Y., & Fu, Z.-H. (2023) · Bone · doi:10.1016/j.bone.2023.116919 · Cited by 9 · see citing works
Zhou, Z., Wang, C., Ying, L., Jin, M., Zhang, F., & Shi, D. (2021) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1111/jcpt.13404 · Cited by 9 · see citing works
Ni, M., Yin, X., Hu, W., Zeng, N., Zhao, B., & Li, Z. (2022) · Frontiers in Pharmacology · doi:10.3389/fphar.2022.872854 · Cited by 9 · see citing works
Raschi, E., Poluzzi, E., & Ponti, F. D. (2023) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.15780 · Cited by 9 · see citing works
Self-citationNoseda, R., Bedussi, F., Panchaud, A., & Ceschi, A. (2024) · Clinical Pharmacology & Therapeutics · doi:10.1002/cpt.3269 · Cited by 8 · see citing works
Xiang, D., Chen, W., Fu, Z., Wu, X., Gao, P., & Wu, Y. F. (2023) · Expert Opinion on Drug Safety · doi:10.1080/14740338.2023.2223956 · Cited by 7 · see citing works
Thotamgari, S. R., Grewal, U. S., Sheth, A. R., Babbili, A., & Dominic, P. S. (2022) · Cardiovascular Endocrinology & Metabolism · doi:10.1097/xce.0000000000000265 · Cited by 7 · see citing works
Largeau, B., Thoreau, B., Grangé, S., Jonville‐Béra, A. ‐., & Halimi, J. (2023) · Journal of Internal Medicine · doi:10.1111/joim.13703 · Cited by 7 · see citing works
Antonazzo, I. C., Poluzzi, E., Forcesi, E., Salvo, F., Pariente, A., Marchesini, G., Ponti, F. D., & Raschi, E. (2019) · Acta Diabetologica · doi:10.1007/s00592-019-01441-3 · Cited by 7 · see citing works
Self-citationLiu, J., Xue, L., Zeng, F., Ying, L., Zhu, Y., Zhou, J., Zhang, J., & Chen, H. (2025) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-025-02694-w · Cited by 5 · see citing works
Woods, R. H. (2023) · Current Drug Safety · doi:10.2174/1574886318666230731151447 · Cited by 5 · see citing works
Raschi, E., Salvo, F., Plaça, M. L., Poluzzi, E., & Ponti, F. D. (2020) · Journal of the European Academy of Dermatology and Venereology · doi:10.1111/jdv.16379 · Cited by 5 · see citing works
Self-citationXu, X., Riviere, J. E., Raza, S., Gedara, N. I. M., Ramachandran, R. A., Tell, L. A., Wyckoff, G. J., & Jaberi‐Douraki, M. (2024) · Expert Opinion on Drug Metabolism & Toxicology · doi:10.1080/17425255.2023.2299337 · Cited by 6 · see citing works
Guigui, A., Betry, C., Khouri, C., & Borel, A. (2021) · Obesity Surgery · doi:10.1007/s11695-021-05258-4 · Cited by 5 · see citing works
Reduced neuropsychiatric events as “beneficial reactions” to drugs: Seek associations with caution
Raschi, E., Poluzzi, E., & Ponti, F. D. (2019) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2019.11.011 · Cited by 5 · see citing works
Self-citationLiu, J., Liu, X., Zeng, H., Tong, Y., Chen, Z., & Dong, Z. (2025) · PLoS ONE · doi:10.1371/journal.pone.0325448 · Cited by 4 · see citing works
Xu, B., Zhang, T., Kang, B., Yang, X., Li, S., Chen, J., He, Z., & Zhou, J. (2024) · Cardiovascular Drugs and Therapy · doi:10.1007/s10557-024-07653-2 · Cited by 4 · see citing works
Xu, X., Zhang, L., Zhang, X., Huang, W., Xie, L., & Ouyang, M. (2024) · Expert Opinion on Drug Safety · doi:10.1080/14740338.2024.2416540 · Cited by 4 · see citing works
Lee, M., Lee, J. W., Lee, H. J., Lee, J., Choi, J. C., Gu, K.-M., & Jung, S. (2023) · BMJ Open Respiratory Research · doi:10.1136/bmjresp-2023-001992 · Cited by 4 · see citing works
Efficient Q-Value Zero-Leakage Protection Scheme in SRS Regularly Publishing Private Data
Cui, Z., Zhang, L., Wu, B., Zhao, Z., Mei, Z., & Wu, Z. (2019) · Tehnicki vjesnik - Technical Gazette · doi:10.17559/tv-20181218005415 · Cited by 4 · see citing works
Crisafulli, S., Ciccimarra, F., Scapini, F., L’Abbate, L., Jannini, E. A., Martino, M. C. D., Giannetta, E., Mestres, J., Tuccori, M., & Trifirò, G. (2025) · Drug Safety · doi:10.1007/s40264-025-01626-6 · Cited by 3 · see citing works
Alice in wonderland syndrome: Down the rabbit hole of VigiBase®
Merino, D., Gérard, A. O., Chérikh, F., Lavrut, T., Thümmler, S., Askenazy-Gittard, F., Drici, M., & Montastruc, F. (2025) · Psychiatry Research · doi:10.1016/j.psychres.2025.116920 · Cited by 2 · see citing works
Meng, Y., Zhao, S., Fan, X., Lv, Y., Xiang, L., & Li, R. (2024) · Journal of Cardiovascular Medicine · doi:10.2459/jcm.0000000000001646 · Cited by 2 · see citing works
Ding, Y., Wang, Z., Shu, Y., Tang, Y., & Zhang, Q. (2025) · Dermatologic Therapy · doi:10.1155/dth/1667726 · Cited by 1 · see citing works
Kato, H., Shiraishi, C., Hagihara, M., Mikamo, H., & Iwamoto, T. (2026) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1155/jcpt/8891620 · Cited by 1 · see citing works
Pavlidis, E. T., Siafis, S., Arzenton, E., Crisafulli, S., Raschi, E., Moretti, U., Isidori, A. M., Jannini, E. A., Trifirò, G., Seifritz, E., et al. (2026) · Drug Safety · doi:10.1007/s40264-026-01673-7 · Cited by 1 · see citing works
Self-citationWoods, R. H. (2026) · Clinical Rheumatology · doi:10.1007/s10067-026-08237-1 · Cited by 1 · see citing works
Zhang, L., Pan, C., Yang, X., Jiang, D., & Cao, M. (2023) · Expert Opinion on Drug Safety · doi:10.1080/14740338.2023.2216453 · Cited by 1 · see citing works
Utilization of Big Data with a Focus on Administrative Claims Database
Yokoyama, S., & Hosomi, K. (2023) · YAKUGAKU ZASSHI · doi:10.1248/yakushi.22-00179-3 · Cited by 1 · see citing works
Park, T., & Hwang, M. J. (2024) · Expert Review of Cardiovascular Therapy · doi:10.1080/14779072.2024.2354255 · Cited by 1 · see citing works
- Authors
- Raschi, E., Poluzzi, E., Salvo, F., Pariente, A., De Ponti, F., Marchesini, G., & Moretti, U.
- Affiliations
- University of Bologna (IT)
- Université de Bordeaux (FR)
- University of Verona (IT)
- Corresponding author
- Poluzzi, E.
- Venue
- Nutrition, Metabolism and Cardiovascular Diseases
- Publisher
- Elsevier BV
- Published
- 2018-06
- Volume
- 28
- Issue
- 6
- Pages
- 533-542
- ISSN
- 0939-4753 (ISSN-L)
- OpenAlex
- W2789922753
- Cited by
- 119
- References
- 50
- Citations by year
- 2026: 5 · 2025: 10 · 2024: 23 · 2023: 18 · 2022: 13 · 2021: 23 · 2020: 9 · 2019: 12 · 2018: 5
- FWCI
- 2.10
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Nutrition Metabolism and Cardiovascular Diseases (publishedVersion)
- PubMed (publishedVersion)
- HAL (submittedVersion)
- Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) (submittedVersion)
- Oskar-Bordeaux (Universite de Bordeaux) (submittedVersion)
- Funders
- Institutional funds of the University of Bologna
- Topics
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Toxicology › Pharmacovigilance and Adverse Drug Reactions
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Treatment and Management
- Life Sciences › Pharmacology, Toxicology and Pharmaceutics › Pharmacology › Pharmaceutical industry and healthcare
- Keywords
- SGLT2 inhibitors, pharmacovigilance, disproportionality analysis, spontaneous adverse event reporting, FDA Adverse Event Reporting System, drug safety, ketoacidosis, acute kidney injury, skin toxicity, amputation, risk-benefit assessment, confounding
- MeSH terms
- Clinical Decision-Making, Sodium-Glucose Transporter 2 Inhibitors, Diabetes Mellitus, Type 2, Humans, Risk Factors, Treatment Outcome, Adverse Drug Reaction Reporting Systems, Risk Assessment, Patient Selection, Pharmacovigilance
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review