Insulin Infusion Set: The Achilles Heel of Continuous Subcutaneous Insulin Infusion
Open accessAbstract
Continuous subcutaneous insulin infusion from an insulin pump depends on reliable transfer of the pumped insulin to the subcutaneous insulin depot by means of an insulin infusion set (IIS). Despite their widespread use, the published knowledge about IISs and related issues regarding the impact of placement and wear time on insulin absorption/insulin action is relatively small. We also have to acknowledge that our knowledge is limited with regard to how often patients encounter issues with IISs. Reading pump wearer blogs, for instance, suggests that these are a frequent source of trouble. There are no prospective clinical studies available on current IIS and insulin formulations that provide representative data on the type and frequency of issues with infusion sets. The introduction of new IISs and patch pumps may foster a reassessment of available products and of patient problems related to their use. The aim of this review is to summarize the current knowledge and recommendations about IISs and to highlight potential directions of IIS development in order to make insulin absorption safer and more efficient.
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The frequency of skin reactions with the DMO is generally lower than published research on adhesive tape and patches.
“the frequency of skin reactions is generally lower than published research on adhesive tape and patches [25-28].”
IIS failure is most often attributed to cannula-associated issues (kinking, occlusion, and dislodgement) or insertion site inflammation/infection.
“IIS failure is most often attributed to cannula-associated issues (kinking, occlusion, and dislodgement) or insertion site inflammation/infection.2,6,7”
From Frequency and Detection of Insulin Infusion Site Failure in the Type 1 Diabetes Exchange Online Community (2023) · cites this paper as [2]
Insulin infusion site failures are a weakness in insulin pump therapy.
“Insulin infusion site (IIS) failures are a weakness in insulin pump therapy.”
From Frequency and Detection of Insulin Infusion Site Failure in the Type 1 Diabetes Exchange Online Community (2023) · cites this paper as [2]
Without recognition and replacement, IIS failures lead to inadequate insulin delivery, hyperglycemia, and increased risk for diabetes-related ketoacidosis (DKA).
“Without recognition and replacement, IIS failures lead to inadequate insulin delivery, hyperglycemia, and increased risk for diabetes-related ketoacidosis (DKA).2,5,8,9”
From Frequency and Detection of Insulin Infusion Site Failure in the Type 1 Diabetes Exchange Online Community (2023) · cites this paper as [2]
Despite recent improvements in CSII catheter design and insertion method, the CSII catheter remains the weak link of an insulin infusion system for the management of type 1 diabetes.
“Despite recent improvements in CSII catheter design and method of insertion, the CSII catheter remains the weak link of an insulin infusion system for the management of type 1 diabetes.”
From Detailed Analysis of Insulin Absorption Variability and the Tissue Response to Continuous Subcutaneous Insulin Infusion Catheter Implantation in Swine (2017) · cites this paper as [5]
This observation is consistent with published animal studies, human clinical trials, and routine clinical care.
“This observation is consistent with published animal studies, human clinical trials, and routine clinical care.5,6,22,23”
From Detailed Analysis of Insulin Absorption Variability and the Tissue Response to Continuous Subcutaneous Insulin Infusion Catheter Implantation in Swine (2017) · cites this paper as [5]
The IIS is often considered the "Achilles heel" of CSII, and issues with sets are a major reason for patient frustrations with CSII, including discontinuing pump therapy.
“The IIS is often considered to be the “Achilles heel” of CSII, and issues with the sets are one of the major reasons for patient frustrations with CSII, including discontinuing insulin pump therapy.6”
From Reduced Silent Occlusions with a Novel Catheter Infusion Set (BD FlowSmart): Results from Two Open-Label Comparative Studies (2016) · cites this paper as [6]
Problems with infusion sets continue to be a major contributor to diabetes-related adverse events.
“Problems with infusion sets continue to be a major contributor to diabetes-related adverse events 34-36”
From Real-Time Detection of Infusion Site Failures in a Closed-Loop Artificial Pancreas (2018) · cites this paper as [34]
Cites
Pickup, J. C., & Sutton, A. J. (2008) · Diabetic Medicine · doi:10.1111/j.1464-5491.2008.02486.x · Cited by 618 · see citing works
Weissberg-Benchell, J. A., Antisdel, J. E., & SESHADRI, R. M. (2003) · Diabetes Care · doi:10.2337/diacare.26.4.1079 · Cited by 549 · see citing works
Jeitler, K., Horvath, K., Berghold, A., Gratzer, T. W., Neeser, K., Pieber, T. R., & Siebenhofer, A. (2008) · Diabetologia · doi:10.1007/s00125-008-0974-3 · Cited by 372 · see citing works
Cummins, E., Royle, P., Snaith, A., Greene, A., Robertson, L., McIntyre, L., & Waugh, N. (2010) · Health Technology Assessment · doi:10.3310/hta14110 · Cited by 336 · see citing works
Use of Insulin Pump Therapy in the Pediatric Age-Group
Phillip, M., Battelino, T., Rodriguez, H., Danne, T., KAUFMAN, F. R., & participants, F. T. C. F. (2007) · Diabetes Care · doi:10.2337/dc07-9922 · Cited by 314 · see citing works
Gibney, M. A., Arce, C. H., Byron, K. J., & Hirsch, L. J. (2010) · Current Medical Research and Opinion · doi:10.1185/03007995.2010.481203 · Cited by 283 · see citing works
Mudaliar, S. R., Lindberg, F. A., Joyce, M., Beerdsen, P., Strange, P., Lin, A., & Henry, R. R. (1999) · Diabetes Care · doi:10.2337/diacare.22.9.1501 · Cited by 276 · see citing works
Skin-Related Complications of Insulin Therapy
Richardson, T., & Kerr, D. E. (2003) · American Journal of Clinical Dermatology · doi:10.2165/00128071-200304100-00001 · Cited by 267 · see citing works
Effects of Leg Exercise on Insulin Absorption in Diabetic Patients
Koivisto, V. A., & Felig, P. (1978) · New England Journal of Medicine · doi:10.1056/nejm197801122980205 · Cited by 254 · see citing works
Absorption Kinetics and Biologic Effects of Subcutaneously Injected Insulin Preparations
Berger, M., Cüppers, H. J., Hegner, H., Jörgens, V., & Berchtold, P. (1982) · Diabetes Care · doi:10.2337/diacare.5.2.77 · Cited by 249 · see citing works
Galloway, J. A., Spradlin, C. T., Nelson, R. L., Wentworth, S. M., Davidson, J. A., & Swarner, J. L. (1981) · Diabetes Care · doi:10.2337/diacare.4.3.366 · Cited by 226 · see citing works
Acute Complications Associated With Insulin Infusion Pump Therapy
Mecklenburg, R. S. (1984) · JAMA · doi:10.1001/jama.252.23.3265 · Cited by 184 · see citing works
New injection recommendations for patients with diabetes
Frid, A. H., Hirsch, L. J., Gaspar, R., Hicks, D., Kreugel, G., Liersch, J., Letondeur, C., Sauvanet, J.-P., Tubiana‐Rufi, N., & Strauss, K. W. (2010) · Diabetes & Metabolism · doi:10.1016/s1262-3636(10)70002-1 · Cited by 177 · see citing works
Koivisto, V. A., & Felig, P. (1980) · Annals of Internal Medicine · doi:10.7326/0003-4819-92-1-59 · Cited by 153 · see citing works
ter Braak, E. W. M. T., Woodworth, J. R., Bianchi, R., Cerimele, B. J., Erkelens, D. W., Thijssen, J. H. H., & Kurtz, D. L. (1996) · Diabetes Care · doi:10.2337/diacare.19.12.1437 · Cited by 147 · see citing works
Chantelau, E. A., Spraul, M., M�hlhauser, I., Gause, R., & Berger, M. (1989) · Diabetologia · doi:10.1007/bf00271261 · Cited by 121 · see citing works
Pharmacokinetics of continuous subcutaneous insulin infusion
Lauritzen, T., Pramming, S., Deckert, T., & Binder, C. (1983) · Diabetologia · doi:10.1007/bf00251817 · Cited by 119 · see citing works
Mortality among Diabetic Patients Using Continuous Subcutaneous Insulin-Infusion Pumps
Teutsch, S. M., Herman, W. H., Dwyer, D. M., et al. (1984) · New England Journal of Medicine · doi:10.1056/nejm198402093100606 · Cited by 113 · see citing works
Bode, B. W., & Strange, P. (2001) · Diabetes Care · doi:10.2337/diacare.24.1.69 · Cited by 112 · see citing works
Dermatological Complications of Continuous Subcutaneous Insulin Infusion in Children and Adolescents
Conwell, L. S., Pope, E., Artiles, A. M., Mohanta, A., Daneman, A., & Daneman, D. (2008) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2007.10.006 · Cited by 111 · see citing works
Pickup, J. C., & Renard, É. (2008) · Diabetes Care · doi:10.2337/dc08-s235 · Cited by 106 · see citing works
Durability of Insulin Pump Use in Pediatric Patients With Type 1 Diabetes
Wood, J. R., Moreland, E. C., Volkening, L. K., Svoren, B. M., Butler, D. A., & Laffel, L. M. B. (2006) · Diabetes Care · doi:10.2337/dc06-1141 · Cited by 98 · see citing works
Schmid, V., Hohberg, C., Borchert, M., Forst, T., & Pfützner, A. (2010) · Journal of Diabetes Science and Technology · doi:10.1177/193229681000400429 · Cited by 97 · see citing works
Bruttomesso, D., Pianta, A., Crazzolara, D., Scaldaferri, E., Lora, L., Guarneri, G., Mongillo, A., Gennaro, R., Miola, M., Moretti, M., et al. (2002) · Diabetic Medicine · doi:10.1046/j.1464-5491.2002.00750.x · Cited by 83 · see citing works
Swan, K. L., Dziura, J. D., Steil, G. M., Voskanyan, G. R., Sikes, K. A., Steffen, A. T., Martin, M. L., Tamborlane, W. V., & Weinzimer, S. A. (2009) · Diabetes Care · doi:10.2337/dc08-0595 · Cited by 82 · see citing works
The OmniPod Insulin Management System: the latest innovation in insulin pump therapy
Zisser, H. (2010) · Diabetes Therapy · doi:10.1007/s13300-010-0004-6 · Cited by 74 · see citing works
Effects of the Anatomical Region Used for Insulin Injections on Glycemia in Type I Diabetes Subjects
Bantle, J. P., Neal, L., & Frankamp, L. M. (1993) · Diabetes Care · doi:10.2337/diacare.16.12.1592 · Cited by 70 · see citing works
Diabetic Ketoacidosis During Long-Term Treatment with Continuous Subcutaneous Insulin Infusion
Peden, N. R., Braaten, J. T., & Mckendry, J. B. R. (1984) · Diabetes Care · doi:10.2337/diacare.7.1.1 · Cited by 70 · see citing works
Constant Intravenous Insulin Infusion During Labor and Delivery in Diabetes Mellitus
Caplan, R. H., Pagliara, A. S., Beguin, E. A., Smiley, C. A., Bina-Frymark, M., Goettl, K. A., Hartigan, J. M., Tankersley, J. C., & Peck, T. (1982) · Diabetes Care · doi:10.2337/diacare.5.1.6 · Cited by 68 · see citing works
Factors Related to Discontinuation of Continuous Subcutaneous Insulin-Infusion Therapy
Guinn, T. S., Bailey, G. J., & Mecklenburg, R. S. (1988) · Diabetes Care · doi:10.2337/diacare.11.1.46 · Cited by 67 · see citing works
Insulin Pump Therapy Guidelines for Successful Outcomes
Scheiner, G., Sobel, R., Smith, D., Pick, A. J., Kruger, D. F., King, J., & Green, K. (2009) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721709333493 · Cited by 65 · see citing works
Kerr, D., Morton, J., Whately-Smith, C., Everett, J., & Begley, J. P. (2008) · Journal of Diabetes Science and Technology · doi:10.1177/193229680800200314 · Cited by 55 · see citing works
Intraregional Differences in the Absorption of Unmodified Insulin From the Abdominal Wall
Frid, A. H., & Linde, B. (1992) · Diabetic Medicine · doi:10.1111/j.1464-5491.1992.tb01768.x · Cited by 53 · see citing works
Thethi, T. K., Rao, A., Kawji, H., Mallik, T., Yau, C. L., Christians, U., & Fonseca, V. (2010) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2009.03.002 · Cited by 53 · see citing works
Subcutaneous adipose tissue exerts proinflammatory cytokines after minimal trauma in humans
Pachler, C., Ikeoka, D., Plank, J., Weinhandl, H., Suppan, M., Mader, J. K., Bodenlenz, M., Regittnig, W., Mangge, H., Pieber, T. R., et al. (2007) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00034.2007 · Cited by 52 · see citing works
Schober, E., & Rami-Merhar, B. M. (2008) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2008.00477.x · Cited by 51 · see citing works
de Vries, L., Grushka, Y., Lebenthal, Y., Shalitin, S., & Phillip, M. (2011) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2010.00701.x · Cited by 50 · see citing works
Mecklenburg, R. S., Guinn, T. S., Sannar, C., & Blumenstein, B. A. (1986) · Diabetes Care · doi:10.2337/diacare.9.4.351 · Cited by 50 · see citing works
Wisniewski, N., Rajamand, N., Adamsson, U., Lins, P. E., Reichert, W. M., Klitzman, B., & Ungerstedt, U. (2002) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00259.2001 · Cited by 50 · see citing works
Renard, E., Guerci, B., Leguerrier, A.-M., & Boizel, R. (2010) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2010.0073 · Cited by 42 · see citing works
Heinemann, L. (2009) · Journal of Diabetes Science and Technology · doi:10.1177/193229680900300631 · Cited by 40 · see citing works
Self-citationHammond, P. J., Liebl, A., & Grunder, S. (2007) · Primary care diabetes · doi:10.1016/j.pcd.2007.07.005 · Cited by 40 · see citing works
Acute Cutaneous Complications and Catheter Needle Colonization During Insulin-Pump Treatment
Chantelau, E. A., Lange, G., Sonnenberg, G. E., et al. (1987) · Diabetes Care · doi:10.2337/diacare.10.4.478 · Cited by 38 · see citing works
Long-term compliance of intensified insulin therapy
Schifferdecker, E., Schmidt, K. D., Boehm, B. O., & Schatz, H. (1994) · Diabetes Research and Clinical Practice · doi:10.1016/0168-8227(94)90122-8 · Cited by 37 · see citing works
Clausen, T. S., Kaastrup, P., & Stallknecht, B. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2009.0058 · Cited by 36 · see citing works
Precipitation of Insulin Products Used for Continuous Subcutaneous Insulin Infusion
Poulsen, C., Langkjær, L., & Worsøe, C. (2005) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2005.7.142 · Cited by 36 · see citing works
In situ profiling of adipokines in subcutaneous microdialysates from lean and obese individuals
Murdolo, G., Herder, C., Wang, Z., Rose, B., Schmelz, M., & Jansson, P. (2008) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.90483.2008 · Cited by 36 · see citing works
Vora, J. P., Burch, A., Peters, J. R., & Owens, D. R. (1993) · Diabetic Medicine · doi:10.1111/j.1464-5491.1993.tb00157.x · Cited by 28 · see citing works
The Third Injection Technique Workshop In Athens (TITAN)
Frid, A. H., Hirsch, L. J., Gaspar, R., Hicks, D., Kreugel, G., Liersch, J., Letondeur, C., Sauvanet, J.-P., Tubiana‐Rufi, N., & Strauss, K. W. (2010) · Diabetes & Metabolism · doi:10.1016/s1262-3636(10)70003-3 · Cited by 28 · see citing works
Carriage of Staphylococcus aureus and Inflamed Infusion Sites With Insulin-Pump Therapy
van Faassen, I., Razenberg, P. P. A., Simoons-Smit, A. M., et al. (1989) · Diabetes Care · doi:10.2337/diacare.12.2.153 · Cited by 26 · see citing works
Reducing Blood Glucose Variability by Use of Abdominal Insulin Injection Sites
Zehrer, C. L., Hansen, R. J., & Bantle, J. P. (1990) · The Science of Diabetes Self-Management and Care · doi:10.1177/014572179001600609 · Cited by 24 · see citing works
Højbjerre, L., Skov-Jensen, C., Kaastrup, P., Pedersen, P. E., & Stallknecht, B. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2008.0061 · Cited by 24 · see citing works
Patient management of long‐term continuous subcutaneous insulin infusion
Johansson, U., Adamson, U., LINS, P.-E. S., & Wredling, R. (2005) · Journal of Advanced Nursing · doi:10.1111/j.1365-2648.2005.03475.x · Cited by 20 · see citing works
Bacterial strains colonizing subcutaneous catheters of personal insulin pumps.
Nowakowska, M., Jarosz-Chobot, P. A., Polańska, J., & Machnica, Ł. (2007) · PubMed · Cited by 19 · see citing works
Chantelau, E. A., Lange, G., Gasthaus, M., et al. (1987) · Diabetes Care · doi:10.2337/diacare.10.3.348 · Cited by 19 · see citing works
Levandoski, L. A., White, N. H., & Santiago, J. V. (1984) · PubMed · Cited by 18 · see citing works
Wiefels, K. J., Hübinger, A., Dannehl, K., et al. (1995) · Hormone and Metabolic Research · doi:10.1055/s-2007-979992 · Cited by 18 · see citing works
Clinically important differences in insulin absorption from abdomen in IDDM
Frid, A. H., & Linde, B. (1993) · Diabetes Research and Clinical Practice · doi:10.1016/0168-8227(93)90061-9 · Cited by 16 · see citing works
Liu, D., Moberg, E., Wredling, R., et al. (1991) · Diabetes Research and Clinical Practice · doi:10.1016/0168-8227(91)90126-x · Cited by 16 · see citing works
The Pump Life: Patient Responses and Clinical and Technological Problems
Pickup, J. C., Sherwin, R. S., Tamborlane, W. V., Rizza, R. A., Service, F. J., & The Kroc Collaborative Study Group (1985) · Diabetes · doi:10.2337/diab.34.3.s37 · Cited by 15 · see citing works
Olsson, P.-O., Arnqvist, H. J., & Asplund, J. (1993) · Diabetic Medicine · doi:10.1111/j.1464-5491.1993.tb00102.x · Cited by 12 · see citing works
Catheter Obstruction With Continuous Subcutaneous Insulin Infusion: Effect of Insulin Concentration
Hirsch, I. B., Farkas-Hirsch, R., & McGill, J. B. (1992) · Diabetes Care · doi:10.2337/diacare.15.4.593 · Cited by 9 · see citing works
Nguyen, T. V., & Burnett, J. W. (1988) · PubMed · Cited by 9 · see citing works
Toxic-shock syndrome in a patient using a continuous subcutaneous insulin infusion pump--Idaho.
(1983) · PubMed · Cited by 9 · see citing works
Heinemann, L., & Steiner, S. S. (2011) · Journal of Diabetes Science and Technology · doi:10.1177/193229681100500501 · Cited by 7 · see citing works
Self-citationInsulinpumpenkatheter – Komplikationen im Kindes- und Jugendalter
Liebner, T., Holl, R., Heidtmann, B., et al. (2010) · Diabetologie und Stoffwechsel · doi:10.1055/s-0030-1253880 · Cited by 5 · see citing works
Insulinpumpenkatheter-Komplikationen im Kindes- und Jugendalter
Liebner, T., Gialeli, G., Heidtmann, B., Holl, R. W., Lilienthal, E., Molz, K., & Hungele, A. (2011) · Diabetologie und Stoffwechsel · doi:10.1055/s-0031-1277415 · Cited by 5 · see citing works
Bargero, G., Marzani, M. C., Fasano, M., et al. (1986) · PubMed · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- Bargero G, 1986, Minerva Med., 77, 1285
- Nguyen TV, 1988, Cutis., 41, 355
- 10.2337/diacare.12.2.153 · DOI
- Centers for Disease Control (CDC), 1983, MMWR Morb Mortal Wkly Rep, 32, 404
- Nowakowska M, 2007, Pol J Microbiol., 56, 239
Cited by
Sorted by citations
New insulin delivery recommendations
Frid, A. H., Kreugel, G., Grassi, G., Halimi, S., Hicks, D., Hirsch, L. J., Smith, M. J., Wellhoener, R., Bode, B. W., Hirsch, I. B., et al. (2016) · Mayo Clinic Proceedings · doi:10.1016/j.mayocp.2016.06.010 · Cited by 286 · see citing works
Frias, J., Virdi, N., Raja, P., Kim, Y., Savage, G., & Osterberg, L. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7833 · Cited by 211 · see citing works
ISPAD Clinical Practice Consensus Guidelines 2018: diabetes technologies
Sherr, J. L., Tauschmann, M., Battelino, T., de Bock, M., Forlenza, G., Roman, R., Hood, K. K., & Maahs, D. M. (2018) · Pediatric Diabetes · doi:10.1111/pedi.12731 · Cited by 197 · see citing works
Sherr, J. L., Heinemann, L., Fleming, G. A., Bergenstal, R. M., Bruttomesso, D., Hanaire, H., Holl, R. W., Petrie, J. R., Peters, A. L., & Evans, M. (2022) · Diabetes Care · doi:10.2337/dci22-0018 · Cited by 136 · see citing works
Self-citationNella, A. A., Mallappa, A., Perritt, A. F., Gounden, V., Kumar, P., Sinaii, N., Daley, L.-A., Ling, A., Liu, C.-Y., Soldin, S. J., et al. (2016) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2016-1916 · Cited by 91 · see citing works
Insulin Infusion Set Use: European Perspectives and Recommendations
Deiss, D., Adolfsson, P., Alkemade-van Zomeren, M., Bolli, G. B., Charpentier, G., Cobelli, C., Danne, T., Girelli, A., Mueller, H., Verderese, C. A., et al. (2016) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2016.07281.sf · Cited by 62 · see citing works
Hauzenberger, J. R., Hipszer, B. R., Loeum, C., McCue, P. A., DeStefano, M., Torjman, M. C., Kaner, M. T., Dinesen, A. R., Chervoneva, I., Pieber, T. R., et al. (2017) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2017.0175 · Cited by 39 · see citing works
“This observation is consistent with published animal studies, human clinical trials, and routine clinical care.(5,6,22,23) Of interest, the CCs produced the fastest insulin absorption, the highest plasma insulin concentration, and the greatest AUC60 on day 5 of implantation.”
ResultGibney, M., Xue, Z., Swinney, M., Bialonczyk, D., & Hirsch, L. (2016) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2015.0342 · Cited by 32 · see citing works
Real-Time Detection of Infusion Site Failures in a Closed-Loop Artificial Pancreas
Howsmon, D. P., Baysal, N., Buckingham, B. A., Forlenza, G. P., Ly, T. T., Maahs, D. M., Marcal, T., Towers, L., Mauritzen, E., Deshpande, S., et al. (2018) · Journal of Diabetes Science and Technology · doi:10.1177/1932296818755173 · Cited by 32 · see citing works
Brazg, R., Garg, S. K., Bhargava, A., Thrasher, J. R., Latif, K., Bode, B. W., Bailey, T. S., Horowitz, B. S., Cavale, A., Kudva, Y. C., et al. (2022) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2021.0540 · Cited by 28 · see citing works
Hughes, M. S., Douvas, J. L., Layfield-Bryan, M., Blanco, L. E., Gray, J. C., Zapotoczny, G., Espinoza, J., Wilcox, J. H., & Lal, R. A. (2023) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2023.0005 · Cited by 16 · see citing works
Butterfield, R. D., & Sims, N. M. (2024) · IEEE Open Journal of Engineering in Medicine and Biology · doi:10.1109/ojemb.2024.3408092 · Cited by 6 · see citing works
“Literature cites this as a longstanding, significant clinical and socio-technical concern for the diabetes community [9], [10].”
Background
- Authors
- Heinemann, L., & Krinelke, L.
- Affiliations
- Science & Co, Düsseldorf, Germany
- Roche (Switzerland) (CH)
- Corresponding author
- Heinemann, Lutz
- ORCID
- Heinemann, Lutz
- Venue
- Journal of Diabetes Science and Technology
- Publisher
- SAGE Publications
- Published
- 2012-07
- Volume
- 6
- Issue
- 4
- Pages
- 954-964
- ISSN
- 1932-2968 (ISSN-L)
- PMC
- PMC3440169
- OpenAlex
- W2098427407
- Semantic Scholar
- a6287984c7a724e717c67cf29c564274c72f6cda
- Cited by
- 148
- References
- 68
- Citations by year
- 2026: 8 · 2025: 8 · 2024: 11 · 2023: 13 · 2022: 17 · 2021: 8 · 2020: 5 · 2019: 12 · 2018: 19 · 2017: 7 · 2016: 17 · 2015: 14 · 2014: 7 · 2013: 1 · 2012: 1
- FWCI
- 5.31
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Diabetes Science and Technology (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (submittedVersion)
- PubMed Central (submittedVersion)
- Topics
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Physical Sciences › Engineering › Biomedical Engineering › Intravenous Infusion Technology and Safety
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Keywords
- insulin pump therapy, insulin pump, insulin absorption, insulin action, insulin formulations, diabetes technology
- MeSH terms
- Achilles Tendon, Diabetes Mellitus, Disinfection, Heel, Humans, Hypoglycemic Agents, Insulin, Insulin Infusion Systems, Mythology, Needles, Patient Education as Topic, Infusions, Subcutaneous
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