Insulin Detemir
| 證據等級: L5 | 預測適應症: 10 個 |
目錄
- Insulin Detemir
- Insulin Detemir: From Diabetes Mellitus (Insulin-Dependent) to Type 1 Diabetes Mellitus
Insulin Detemir: From Diabetes Mellitus (Insulin-Dependent) to Type 1 Diabetes Mellitus
One-Sentence Summary
Insulin detemir is a long-acting basal insulin analog used for insulin replacement therapy in diabetes mellitus. The TxGNN model’s top-ranked prediction is Type 1 Diabetes Mellitus, supported by 50 clinical trials and 19 publications — but this is not a novel repurposing signal: the evidence itself shows type 1 diabetes is insulin detemir’s already-established, on-label use, not a new indication. This candidate should be treated as a data-quality/model-artifact case rather than a genuine repurposing opportunity, and the remaining nine TxGNN candidates (ranks 2–10) are mechanistically weak or unsupported.
Quick Overview
| Item | Content |
|---|---|
| Original Indication | Not formally recorded in this dataset (data gap) — insulin detemir is a long-acting basal insulin analog for diabetes mellitus (type 1 and type 2) |
| Predicted New Indication | Type 1 Diabetes Mellitus (flagged as the drug’s original indication, not a true new use — see caveat below) |
| TxGNN Prediction Score | 99.77% |
| Evidence Level | L1 |
| US Market Status | Not Marketed |
| Number of NDAs | 0 |
| Recommended Decision | Proceed with Guardrails |
⚠ Important Caveat on This Prediction
The evidence pack’s own rationale for the top-ranked prediction explicitly states this is not a genuine repurposing candidate:
“此為 insulin detemir(長效基礎胰島素類似物)之原始核准適應症,非真正意義上的老藥新用” — This is insulin detemir’s original approved indication, not true drug repurposing.
Type 1 diabetes is the condition insulin detemir was developed and approved to treat. The TxGNN model surfaced it as a top prediction because the drug-disease relationship is strongly embedded in the knowledge graph — not because it represents a new therapeutic opportunity. The large clinical trial and literature base below confirms an established use, not an emerging hypothesis.
Of the other nine TxGNN candidates in this evidence pack, none has clinical trial or literature support: eight are rated L5 (model prediction only, recommendation “Hold”), two of those (drug-induced localized lipodystrophy, pressure-induced localized lipoatrophy) are flagged in the rationale as likely reversed-direction artifacts (insulin injection is a known cause of these conditions, not a treatment), and two rare-disease candidates (thiamine-responsive dysfunction syndrome, pancreatic agenesis) are L4 mechanistic extensions with no dedicated studies.
Why is This Prediction Reasonable?
Formal mechanism-of-action data (original_moa) is marked as a data gap in this dataset. However, the evidence pack’s rationale field describes the mechanism: insulin detemir binds the insulin receptor, and its myristic acid (C14 fatty acid) side chain allows reversible albumin binding, which slows subcutaneous absorption and produces a stable, prolonged basal insulin effect. This provides steady basal glucose control that directly substitutes for the absolute insulin deficiency characteristic of type 1 diabetes.
Because type 1 diabetes is the pathology insulin detemir was designed to treat, the “predicted new indication” and the drug’s original indication are the same condition. The reasoning that would normally justify a repurposing hypothesis (shared pathway, adjacent disease biology) does not apply here — there is no repurposing logic to evaluate, only confirmation of on-label mechanism-of-action fit.
Clinical Trial Evidence
| Trial Number | Phase | Status | Enrollment | Key Findings |
|---|---|---|---|---|
| NCT01697657 | Phase 3 | Completed | 131 | Randomized, multinational crossover trial comparing hypoglycemia frequency: insulin detemir + aspart vs. NPH + aspart in basal-bolus T1D regimens |
| NCT00184665 | Phase 3 | Completed | 501 | 2-year efficacy/safety comparison of detemir vs. NPH insulin in T1D (HbA1c, hypoglycemia, antibodies) |
| NCT03220425 | Phase 3 | Completed | 752 | 6-month multicenter comparison of detemir (2400 nmol/mL formulation) vs. NPH in basal-bolus T1D regimen |
| NCT00474045 | Phase 3 | Completed | 470 | Randomized trial of detemir vs. NPH (both with aspart) in pregnant women with T1D |
| NCT00322257 | Phase 3 | Terminated | 596 | Inhaled mealtime insulin vs. subcutaneous aspart, both combined with detemir, in T1D (pulmonary safety focus) |
| NCT00604344 | Phase 3 | Completed | 401 | 48-week Japanese trial comparing detemir and NPH human insulin in basal-bolus regimen |
| NCT00312156 | Phase 3 | Completed | 347 | Efficacy/safety comparison of detemir vs. NPH in children and adolescents with T1D |
| NCT00542399 | Phase 4 | Completed | 50 | Once- vs. twice-daily detemir dosing in children/adolescents with T1D |
| NCT00537303 | Phase 4 | Completed | 296 | Step-wise addition of insulin aspart to once-daily detemir plus oral antidiabetics |
| NCT02922179 | N/A (Observational) | Completed | 103,951 | Large real-world descriptive study of long- and intermediate-acting insulin users |
Literature Evidence
| PMID | Year | Type | Journal | Key Findings |
|---|---|---|---|---|
| 36623517 | 2023 | RCT | Lancet Diabetes Endocrinol | EXPECT non-inferiority trial: insulin degludec vs. detemir (both + aspart) in pregnant women with T1D |
| 29477399 | 2018 | Systematic Review / Network Meta-analysis | Value Health | Comparative efficacy/safety of basal insulin regimens in adults with T1D |
| 33662147 | 2021 | Systematic Review (Cochrane) | Cochrane Database Syst Rev | Ultra-long-acting insulin analogues for people with T1D |
| 21878861 | 2011 | Systematic Review / Meta-analysis | Pol Arch Med Wewn | Detemir vs. NPH insulin in T1D: glycemic control outcomes |
| 36763996 | 2022 | Review / Meta-analysis | Clin Ther | Efficacy and tolerability of degludec vs. other long-acting basal insulins (incl. detemir) in T1D/T2D |
| 15516157 | 2004 | Review | Drugs | Insulin detemir: review of use in T1D and T2D management |
| 15691219 | 2005 | Review | BioDrugs | Spotlight on insulin detemir in T1D and T2D |
| 17326333 | 2006 | Review | Vasc Health Risk Manag | Insulin detemir in the treatment of T1D and T2D |
| 20539842 | 2010 | Review | Vasc Health Risk Manag | Update on treatment of T1D and T2D, focused on insulin detemir |
| 18454569 | 2008 | Review | Paediatr Drugs | Insulin analog preparations (incl. detemir) in children/adolescents with T1D |
US Market Information
No marketing authorization records are present in this dataset. taiwan_regulatory.total_licenses = 0 and licenses is empty, consistent with the recorded market status of Not Marketed in this jurisdiction. No product/NDA table can be constructed from available data.
Safety Considerations
Please refer to the package insert for safety information. (Key warnings, contraindications, and drug-interaction data are all marked as data gaps in this evidence pack — notably DG001, a Blocking severity gap on TFDA label warnings/contraindications, which prevents any S1 safety pre-assessment.)
Conclusion and Next Steps
Decision: Proceed with Guardrails
Rationale: Type 1 diabetes mellitus is supported by an extensive Phase 3 RCT and systematic-review base (L1), but this reflects insulin detemir’s existing approved use, not a validated new indication — so “proceed” here means proceeding with the understanding that no genuine repurposing opportunity exists in the top-ranked candidate, and the guardrail is against mistaking model rank for novelty. The nine other TxGNN candidates in this pack (ranks 2–10) do not clear the evidence bar: eight are L5/Hold with no trial or literature support, two are flagged as probable reversed-direction (adverse-effect) artifacts, and two rare-disease candidates are speculative mechanistic extensions only.
To proceed, the following is needed:
- Resolve
DG001(Blocking): obtain TFDA label warnings/contraindications before any safety pre-assessment can occur - Resolve
DG002(High): obtain formal DrugBank MOA data to properly ground mechanism-based candidate scoring - Populate
drug.original_indicationsso future TxGNN runs can auto-detect and exclude “already-approved indication” false positives like this one - If genuine repurposing signal is the goal, deprioritize rank 1 and instead investigate whether any lower-ranked candidates (e.g., pancreatic agenesis, thiamine-responsive dysfunction syndrome) warrant targeted literature/trial searches beyond the mechanistic extrapolation already provided
Disclaimer
This content is for research purposes only and does not constitute medical advice. Clinical validation is required before any clinical application.