Abstract Background Dengue fever can progress to dengue hemorrhagic fever (DHF), a more serious and occasionally fatal form of the disease. Indicators of serious disease arise about the time the fever begins to reduce (typically 3 to 7 days following symptom onset). There are currently no effective antivirals available. Drug repurposing is an emerging drug discovery process for rapidly developing effective DHF therapies. Through network pharmacology modeling, several US Food and Drug Administration (FDA)-approved medications have already been researched for various viral outbreaks. Objective We aimed to identify potentially repurposable drugs for DHF among existing FDA-approved drugs for viral attacks, symptoms of viral fevers, and DHF. Methods Using target identification databases (GeneCards and DrugBank), we identified human–DHF virus interacting genes and drug targets against these genes. We determined hub genes and potential drugs with a network-based analysis. We performed functional enrichment and network analyses to identify pathways, protein-protein interactions, tissues where the gene expression was high, and disease-gene associations. Results Analyzing virus-host interactions and therapeutic targets in the human genome network revealed 45 repurposable medicines. Hub network analysis of host-virus-drug associations suggested that aspirin, captopril, and rilonacept might efficiently treat DHF. Gene enrichment analysis supported these findings. According to a Mayo Clinic report, using aspirin in the treatment of dengue fever may increase the risk of bleeding complications, but several studies from around the world suggest that thrombosis is associated with DHF. The human interactome contains the genes prostaglandin-endoperoxide synthase 2 (PTGS2), angiotensin converting enzyme (ACE), and coagulation factor II, thrombin (F2), which have been documented to have a role in the pathogenesis of disease progression in DHF, and our analysis of most of the drugs targeting these genes showed that the hub gene module (human-virus-drug) was highly enriched in tissues associated with the immune system (P=7.29 × 10^–24) and human umbilical vein endothelial cells (P=1.83 × 10^–20); this group of tissues acts as an anticoagulant barrier between the vessel walls and blood. Kegg analysis showed an association with genes linked to cancer (P=1.13 × 10^–14) and the advanced glycation end products–receptor for advanced glycation end products signaling pathway in diabetic complications (P=3.52 × 10^–14), which indicates that DHF patients with diabetes and cancer are at risk of higher pathogenicity. Thus, gene-targeting medications may play a significant part in limiting or worsening the condition of DHF patients. Conclusions Aspirin is not usually prescribed for dengue fever because of bleeding complications, but it has been reported that using aspirin in lower doses is beneficial in the management of diseases with thrombosis. Drug repurposing is an emerging field in which clinical validation and dosage identification are required before the drug is prescribed. Further retrospective and collaborative international trials are essential for understanding the pathogenesis of this condition. Keywords: dengue hemorrhagic fever, drug reprofiling, network pharmacology, network medicine, DHF, repurposable drugs, viral fevers, drug repurposing Introduction Dengue fever, also known as “breakbone fever,” is characterized by acute, severe fever in patients 3 to 14 days after they are bitten by an infected mosquito. Migraine, retro-orbital pain, myalgia, muscle ache, signs of hemolytic anemia, rash, and a low white blood cell count are only a few of the symptoms [[35]1]. Dengue hemorrhagic fever (DHF), a severe and sometimes fatal manifestation of the disease, affects certain patients with dengue fever. These patients may show warning signs of serious disease close to the period the fever begins to diminish (typically 3 to 7 days following symptom onset). Severe abdominal discomfort, continuous vomiting, a significant change in temperature (from fever to hypothermia), hemorrhagic manifestations, or a change in mental status (eg, irritability, confusion, or obtundation) are also warning indicators [[36]2]. Restlessness, chilly, clammy skin, a rapid, weak pulse, and a narrowing of pulse pressure (both systolic blood pressure and diastolic blood pressure) are all early indications of shock. Patients with dengue fever should be advised to return to the hospital if any of these symptoms appear. According to one estimate, 390 million dengue virus infections occur each year (95% credible interval [CI] 284 million to 528 million), with 96 million (95% CI 67 million to 136 million) showing clinical symptoms of any severity [[37]3]. According to the World Health Organization (WHO), 3.9 billion individuals are at risk of contracting the dengue virus. Although there is a risk of infection in 129 nations, Asia bears 70% of the actual burden. Over the last 2 decades, the number of dengue cases reported to the WHO has increased more than 8 times, from 505,430 cases in 2000 to over 2.4 million in 2010 and 5.2 million in 2019. Between 2000 and 2015, the number of deaths reported grew from 960 to 2032. This worrying rise in case numbers can be explained in part by a shift in national practices for recording and reporting dengue fever to health ministries and the WHO. However, it also symbolizes the government’s acknowledgment of the problem, and hence the need to