Utility and precision evidence of technology in the treatment of type 1 diabetes: a systematic review
Authors: Jacobsen Laura M. , Sherr Jennifer L. , Considine Elizabeth , Chen Angela , Peeling Sarah M. , Hulsmans Margo , Charleer Sara , Urazbayeva Marzhan , Tosur Mustafa , Alamarie Selma , Redondo Maria J. , Hood Korey K. , Gottlieb Peter A. , Gillard Pieter , Wong Jessie J. , Hirsch Irl B. , Pratley Richard E. , Laffel Lori M. , Mathieu Chantal ,   ADA/EASD PMDI, Tobias Deirdre K. , Merino Jordi , Ahmad Abrar , Aiken Catherine , Benham Jamie L. , Bodhini Dhanasekaran , Clark Amy L. , Colclough Kevin , Corcoy Rosa , Cromer Sara J. , Duan Daisy , Felton Jamie L. , Francis Ellen C. , Gingras Véronique , Gaillard Romy , Haider Eram , Hughes Alice , Ikle Jennifer M. , Kahkoska Anna R. , Kettunen Jarno L. T. , Kreienkamp Raymond J. , Lim Lee-Ling , Männistö Jonna M. E. , Massey Robert , Mclennan Niamh-Maire , Miller Rachel G. , Morieri Mario Luca , Most Jasper , Naylor Rochelle N. , Ozkan Bige , Patel Kashyap Amratlal , Pilla Scott J. , Prystupa Katsiaryna , Raghaven Sridaran , Rooney Mary R. , Schön Martin , Semnani-Azad Zhila , Sevilla-Gonzalez Magdalena , Svalastoga Pernille , Takele Wubet Worku , Tam Claudia Ha-ting , Thuesen Anne Cathrine B. , Tosur Mustafa , Wallace Amelia S. , Wang Caroline C. , Wong Jessie J. , Yamamoto Jennifer M. , Young Katherine , Amouyal Chloé , Andersen Mette K. , Bonham Maxine P. , Chen Mingling , Cheng Feifei , Chikowore Tinashe , Chivers Sian C. , Clemmensen Christoffer , Dabelea Dana , Dawed Adem Y. , Deutsch Aaron J. , Dickens Laura T. , DiMeglio Linda A. , Dudenhöffer-Pfeifer Monika , Evans-Molina Carmella , Fernández-Balsells María Mercè , Fitipaldi Hugo , Fitzpatrick Stephanie L. , Gitelman Stephen E. , Goodarzi Mark O. , Grieger Jessica A. , Guasch-Ferré Marta , Habibi Nahal , Hansen Torben , Huang Chuiguo , Harris-Kawano Arianna , Ismail Heba M. , Hoag Benjamin , Johnson Randi K. , Jones Angus G. , Koivula Robert W. , Leong Aaron , Leung Gloria K. W. , Libman Ingrid M. , Liu Kai , Long S. Alice , Lowe William L. , Morton Robert W. , Motala Ayesha A. , Onengut-Gumuscu Suna , Pankow James S. , Pathirana Maleesa , Pazmino Sofia , Perez Dianna , Petrie John R. , Powe Camille E. , Quinteros Alejandra , Jain Rashmi , Ray Debashree , Ried-Larsen Mathias , Saeed Zeb , Santhakumar Vanessa , Kanbour Sarah , Sarkar Sudipa , Monaco Gabriela S. F. , Scholtens Denise M. , Selvin Elizabeth , Sheu Wayne Huey-Herng , Speake Cate , Stanislawski Maggie A. , Steenackers Nele , Steck Andrea K. , Stefan Norbert , Støy Julie , Taylor Rachael , Tye Sok Cin , Ukke Gebresilasea Gendisha , Urazbayeva Marzhan , Van der Schueren Bart , Vatier Camille , Wentworth John M. , Hannah Wesley , White Sara L. , Yu Gechang , Zhang Yingchai , Zhou Shao J. , Beltrand Jacques , Polak Michel , Aukrust Ingvild , de Franco Elisa , Flanagan Sarah E. , Maloney Kristin A. , McGovern Andrew , Molnes Janne , Nakabuye Mariam , Njølstad Pål Rasmus , Pomares-Millan Hugo , Provenzano Michele , Saint-Martin Cécile , Zhang Cuilin , Zhu Yeyi , Auh Sungyoung , de Souza Russell , Fawcett Andrea J. , Gruber Chandra , Mekonnen Eskedar Getie , Mixter Emily , Sherifali Diana , Eckel Robert H. , Nolan John J. , Philipson Louis H. , Brown Rebecca J. , Billings Liana K. , Boyle Kristen , Costacou Tina , Dennis John M. , Florez Jose C. , Gloyn Anna L. , Gomez Maria F. , Gottlieb Peter A. , Greeley Siri Atma W. , Griffin Kurt , Hattersley Andrew T. , Hivert Marie-France , Josefson Jami L. , Kwak Soo Heon , Lim Siew S. , Loos Ruth J. F. , Ma Ronald C. W. , Mathioudakis Nestoras , Meigs James B. , Misra Shivani , Mohan Viswanathan , Murphy Rinki , Oram Richard , Owen Katharine R. , Ozanne Susan E. , Pearson Ewan R. , Perng Wei , Pollin Toni I. , Pop-Busui Rodica , Redman Leanne M. , Redondo Maria J. , Reynolds Rebecca M. , Semple Robert K. , Sims Emily K. , Sweeting Arianne , Tuomi Tiinamaija , Udler Miriam S. , Vesco Kimberly K. , Vilsbøll Tina , Wagner Robert , Rich Stephen S. , Franks Paul W. 
Published: October 2023

Abstract
Background
The greatest change in the treatment of people living with type 1 diabetes in the last decade has been the explosion of technology assisting in all aspects of diabetes therapy, from glucose monitoring to insulin delivery and decision making. As such, the aim of our systematic review was to assess the utility of these technologies as well as identify any precision medicine-directed findings to personalize care.

Methods
Screening of 835 peer-reviewed articles was followed by systematic review of 70 of them (focusing on randomized trials and extension studies with ≥50 participants from the past 10 years).

Results
We find that novel technologies, ranging from continuous glucose monitoring systems, insulin pumps and decision support tools to the most advanced hybrid closed loop systems, improve important measures like HbA1c, time in range, and glycemic variability, while reducing hypoglycemia risk. Several studies included person-reported outcomes, allowing assessment of the burden or benefit of the technology in the lives of those with type 1 diabetes, demonstrating positive results or, at a minimum, no increase in self-care burden compared with standard care. Important limitations of the trials to date are their small size, the scarcity of pre-planned or powered analyses in sub-populations such as children, racial/ethnic minorities, people with advanced complications, and variations in baseline glycemic levels. In addition, confounders including education with device initiation, concomitant behavioral modifications, and frequent contact with the healthcare team are rarely described in enough detail to assess their impact.

Conclusions
Our review highlights the potential of technology in the treatment of people living with type 1 diabetes and provides suggestions for optimization of outcomes and areas of further study for precision medicine-directed technology use in type 1 diabetes.