Abstract
Introduction
Heel puncture (HP) in neonates can result in osteomyelitis if done non-aseptically or with incorrect technique. This study summarizes clinical experience with heel puncture-related osteomyelitis of the calcaneus (HP-CO) in newborns.
Methods
We systematically reviewed studies that examined HP-CO in newborn patients using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Our search included the PubMed, Embase, and Cochrane Library databases until December 31, 2023. We used the National Institutes of Health (NIH) assessment scale to evaluate the quality of our analyzed studies.
Results
This study analyzed 15 neonatal calcaneal osteomyelitis (CO) cases due to HP conducted in six countries from 1976 to 2016. The average age of the cases was 8.87 ± 6.13 days, with an average birth weight of 2367.27 ± 947.59 g. The infants had undergone an average of 9.00 ± 8.90 HP, with 93.33% exhibiting swelling. Staphylococcus aureus was present in 80% of cases. Beta-lactam antibiotics were used, with satisfactory outcomes in 53.33% of cases. However, in seven cases, three patients had flatfoot due to calcaneal deformity, and other complications were observed in some patients after 7–8 years.
Conclusions
This study offers valuable insights into a rare condition, including its epidemiology, clinical and laboratory characteristics, and treatment options for infants with HP-CO. To prevent the risk of osteomyelitis in this vulnerable group of patients, increasing awareness and maintaining strict aseptic techniques is necessary. We recommend that infants presenting with tenderness, redness, purulent discharge, erythema, or fever and with a history of repeated HP and swollen ankles should be evaluated for suspicion of osteomyelitis.
A graphical abstract is avilable for this article.
Graphical Abstract
Supplementary Information
The online version contains supplementary material available at 10.1007/s40121-024-00957-8.
Keywords: Heel puncture, Calcaneal osteomyelitis, Newborn infants, Guthrie test, Bone infection
Key Summary Points
| Why carry out this study? |
| Blood samples from newborns in neonatal units are often collected by puncturing the baby’s heel. |
| Although this procedure is generally harmless, it can sometimes lead to neonatal osteomyelitis of the calcaneus. This study summarizes clinical experience with heel puncture-related osteomyelitis of the calcaneus (HP-CO) in newborns. |
| What was learned from this study? |
| The most common surgical interventions to treat this condition involve incision and drainage. |
| Methicillin, gentamicin, nafcillin, and cloxacillin are the most frequently used antibiotics to treat the infection. |
| However, the clinical efficacy of these treatments is still unsatisfactory, with an overall incidence of complications of 47%. |
Digital Features
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Introduction
Heel puncture (HP) is a common method used to obtain blood samples from neonates in neonatal units [1]. However, this seemingly harmless procedure can sometimes lead to neonatal osteomyelitis of the calcaneus (CO). Compared to osteomyelitis in other bones, osteomyelitis of the calcaneus is a rare condition with an incidence rate of between 3% and 11% [2]. It can develop after HP as a result of either local spread of infection from the surrounding soft tissue to the bone or direct inoculation by the lancet, despite following an aseptic technique [3]. Unfortunately, there is very little peer-reviewed literature on CO as a complication of HP, and no recent reports have been published. This lack of research limits the knowledge of this condition, especially in low-income countries with limited medical facilities, leading to underestimation of this unusual complication. Therefore, this study aims to summarize clinical experience with cases of heel puncture-related osteomyelitis of the calcaneus (HP-CO) in newborn infants.
Methods
Study Design and Identification
Three authors (VTM, IAD, and HW) independently reviewed PubMed, EMBASE, and Cochrane Library databases to find studies published from database inception until December 31, 2023, in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) methodology. The search term of (“osteomyelitis” OR “osteitis” OR “bone infection”) AND (“calcaneal” OR “calcaneus” OR “heel”) AND (“Guthrie test” OR “heel prick test” OR “capillary blood collection”) was used. Two authors (HW and SX) independently reviewed the references of the retrieved publications for any relevant articles. Out of 2361 articles identified (Fig. 1), we assessed only 35, including case reports, short reports, case series, conference abstracts, clinical correspondence, letters to the editor, and retrospective studies. We then included only full English texts of single case reports and short report studies involving individual cases of HP-CO in newborn infants, regardless of the sufficiency of the data provided. The data resulting from this review are summarized in this article. We did not require ethics committee approval as all the data we used are publicly available.
Fig. 1.
Flowchart of the screening process used to exclude or retain studies for the review of heel puncture-related osteomyelitis of the calcaneus in newborn infants
This article is based on previously conducted studies and does not contain any new studies with human participants or animals performed by any of the authors.
Inclusion and Exclusion Criteria
This research aimed to document occurrences of calcaneal osteomyelitis (CO) in newborn infants due to heel puncture (HP). Cases without bacterial culture results, biomarker levels, or radiographic imaging were excluded. Neonatal CO cases without a diagnosis of HP-related osteomyelitis were also excluded.
Data Collection
The study examined basic demographic, clinical, and treatment-related information (as listed in Table 1), diagnostic modality outcomes, and summary points (Table 2). Means, standard deviation, or range of variables were calculated only if specified for cases of HP-CO.
Table 1.
Demographic, clinical, and treatment-related information of the studies included in the analysis
| Study | Country | Patients | Sex/age (days) | BW (g) | GA (weeks) | MOD | Side | HP | Symptoms | SD (days) | Organism | FU (months) | Intervention |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Lilien, 1976 [5] | USA | 2 | B/5 | 2040 | 36 | VB | L | 6 | Swelling, tenderness, purulent discharge | 18 | S. aureus | 1.84 |
PO oxacillin Debridement + methicillin IV |
| B/10 | 1710 | 34 | VB | L | 12 | Swelling, erythema, fever, tenderness, purulent discharge | 21 | S. aureus | 1.84 | Methicilin IV + kanamycin IM | |||
| Canale, 1981 [6] | USA | 3 | B/1 | NA | 29 | VB | R | 30 | Swelling (fluctuant mass) | 21 | P. aerugenosa | 30 | Debridement + sequestrectomy + carbenicillin + gentamycin IV |
| B/1 | NA | 28 | CS | R | 16 | Swelling and cellulitis | 16 | S. aureus | 48 |
Nafcillin + gentamycin Debridement + nafcillin |
|||
| B/1 | 2080 | 36 | VB | R | 16 | Swelling and cellulitis | 17 | S. aureus | 48 | Nafcillin + gentamycin + debridement | |||
| Goldberg, 1981 [12] | Israel | 1 | G/6 | 3100 | 36 | VB | R | 3 | Swelling and erythema | 10 | Negative culture | 1.38 | Cephalothin IV + gentamycin IV + PO cephalexin |
| Borris, 1986 [8] | Denmark | 2 | G/22 | 1180 | 32 | CS | R&L | 10 | Purulent discharge (right heel), swelling and redness (both heels) | 122 | S. aureus | 84 | Incision + drainage + methicillin + kanamycin + lincomycin |
| G/9 | 1200 | Preterm | VB | R | +a | Tenderness | 122 | S. aureus | 84 | Erythromycin IM | |||
| Gjurić, 1992 [9] | Croatia | 2 | G/10 | 2520 | Full term | VB | R | 1 | Purulent discharge, swelling and redness | 35 | S. aureus | 1.15 | Drainage + methicillin IV |
| G/10 | 3910 | Full term | VB | L | 1 | Purulent discharge, swelling and redness | 35 | S. aureus | 1.15 | Drainage + methicillin IV | |||
| Abril, 1999 [7] | Spain | 3 | G/7 | NA | NA | NA | L | NA |
Pain, swelling, fever edema, erythema |
NA | S. aureus | 96 | Drainage + cloxacillin IV |
| B/10 | 1600 | NA | NA | L | 17 | Tenderness, fever | NA | NA | 96 | Cloxacillin IV | |||
| G/17 | 3100 | Full term | VB | L | 3 | Tenderness, swelling, fever | 4 | S. aureus | 96 | Drainage + cloxacillin IV | |||
| Yüksel, 2007 [10] | Turkey | 1 | G/17 | NA | Full term | VB | L | 1 | Redness/erythema, swelling and tenderness | 10 | S. aureus | 1.5 | Drainage + cefazolin + gentamicin + bone curettage |
| Tural, 2016 [11] | Turkey | 1 | G/7 | 3600 | Full term | VB | R | 1 | Redness/erythema, swelling, edema, fever | 3 | S. aureus | NA | Drainage + mupirocin ointment + sulbactam/ampicillin IV + PO Augmentin |
BW birth weight, GA gestational age, MOD mode of delivery, HP number of heel punctures, SD symptom duration, FU follow-up, IV intravenous, IM intramuscular injection, PO per os, USA United States of America, B boy, G girl, VB vaginally born, CS C-section, L left, R right, S. aureus Staphylococcus aureus, P. aeruginosa Pseudomonas aeruginosa, NA not available
aSeveral heel punctures (number not specified)
Table 2 .
Diagnostic modalities results and summary points of the included studies
| Study | Patients | Bacterial culture results | Biomarkers levels | Radiographic imaging | Summary points |
|---|---|---|---|---|---|
| Lilien, 1976 [5] | 2 | Cultured pus sample was found to have CoPS | NA | An X-ray showed erosion of the left calcaneus, indicating osteomyelitis | Neonates contracted infections from heel punctures. In case 2, positive blood culture may be due to manipulation of the infected area. Management involves antibiotics and abscess drainage |
| Canale, 1981 [6] | 3 | Pus was found during aspiration. Case 1 had P. aeruginosa, case 2 had S. aureus in blood cultures, and case 3 had S. aureus growth during surgery |
Case 1&2: NA Case 3: WBC ↑ |
X-ray results: Case 1: Osteomyelitis in right os calcis. Case 2: Soft-tissue swelling and periosteal elevation in os calcis, distal, and proximal tibia. Case 3: Periosteal elevation in proximal femur on repeat X-ray |
Swollen lower limbs in newborns may indicate heel infection. Antibiotics may be prescribed, but surgery may be necessary if there is no improvement within 48 h. Repeated heel pricks can cause bone infections, so orthopedic surgeons must advise caution |
| Goldberg, 1981 [12] | 1 | No organisms were identified from blood cultures or the heel puncture site |
WBC ↑ ESR ↑ |
A bone scan showed exaggerated uptake in the right calcaneus and distal tibia. X-ray 10 days later revealed an osteolytic lesion in the posterior portion of the right calcaneus, indicative of osteomyelitis | Antibiotic therapy, when given immediately, is successful. Routine X-rays of the healed os calcis are seen in 2–3 months. Prophylactic treatment is strongly advised |
| Borris, 1986 [8] | 2 | Pus was discharged from the right heel, and culture revealed growth of S. aureus, which was coagulase-negative in case 1. In case 2, a culture grew S. aureus | NA | X-ray of the calcaneus revealed osteomyelitis in the right heel in case 1, while in case 2, the bone was unaffected | Neonatal infection caused growth issues in both patients. Early radiographic examination missed bone involvement in case 2. Children under 4 years with calcaneus osteomyelitis should be monitored for hind foot growth problems |
| Gjurić, 1992 [9] | 2 | Case 1: S. aureus from heel abscess culture on day 9. Case 2: S. aureus from pus and sterile blood culture on day 7 |
Case 1: WBC ↑ Case 2: WBC ↑ |
Case 1: X-ray findings of right calcaneal osteomyelitis on day 9 of illness Case 2: X-ray signs of osteomyelitis of left calcaneus and talus on day 7 of illness |
Two newborns got infected during neonatal screening due to a heel puncture that penetrated the bone. To prevent this, follow guidelines for heel puncture sites in infants |
| Abril, 1999 [7] | 3 | S. aureus was found to be growing in the drainage cultures |
Case 1: WBC ↑, ESR ↑ Case 2: NA Case 3: WBC ↑, ESR ↑ |
Initial X-rays for these patients were normal. Follow-up technetium scans for cases 2 and 3 showed increased uptake in the calcaneus | Deformity of the calcaneus can lead to flatfoot despite treatment. To avoid this complication, a strict aseptic technique is required for neonatal heel puncture |
| Yüksel, 2007 [10] | 1 | S. aureus grew in the pus culture, while the blood culture was negative | WBC ↑, ESR ↑, CRP – | An osteolytic lesion on the posterior part of the left calcaneus was found on an X-ray of the heel, suggesting osteomyelitis. An MRI later confirmed this diagnosis | Improper sterile technique during the first heel puncture in healthy neonates may lead to calcaneal osteomyelitis. To prevent this, use lateral parts of the heel and avoid central and posterior areas |
| Tural, 2016 [11] | 1 | S. aureus was detected in nasal swab culture of the patient and her mother | WBC ↑, ESR ↑, CRP↑ |
The X-ray revealed a bone lesion on the calcaneus that suggests the presence of osteomyelitis Ultrasound found a 24 × 11 mm fluid sac with heavy content on the back of the right foot MRI showed tissue defect, edema, inflammation, and contrast enhancement in the same foot |
Calcaneal osteomyelitis should be considered as a probable diagnosis in neonates with heel swelling after undergoing invasive procedures such as the Guthrie test |
CoPS coagulase-positive Staphylococcus aureus, NA not available, P. aeruginosa Pseudomonas aeruginosa, S. aureus Staphylococcus aureus, WBC white blood count, ESR erythrocyte sedimentation rate, CRP C-reactive protein, MRI magnetic resonance imaging
↑ = Increase
– = Normal
Risk of Bias Assessment
Two independent reviewers (VTM and IAD) assessed the potential for bias using the National Institutes of Health (NIH) quality assessment tool for case series studies/case reports [4]. Since all of the studies included were in the form of a case report, certain items in Table S1 were not applicable, including items 3, 4, 6, and 8. Therefore, to meet the Agency for Healthcare Research and Quality (AHRQ) standards, items 1, 6, and 7 must be present. If all three factors are present, the study is considered “good.” If two factors are present, it is considered “fair.” However, if only one factor is present, the study is deemed “poor” or of “insufficient quality.” Each reviewer independently provided a score for each study, and a total score was obtained for each category.
Statistical Analysis
Descriptive statistics were used to present the data. The mean and standard deviation were used to express continuous variables. Dichotomous variables were expressed as percentages. Statistical analysis was conducted using SPSS 21.0.
Results
This review examined 15 cases across eight eligible studies conducted in six countries from 1976 to 2016, with an increase in eligible studies in 1981 and 1999. The countries included in the study were the USA [5, 6], Spain [7], Denmark [8], Croatia [9], Turkey [10, 11], and Israel [12]. The USA had the highest number of cases reviewed (62.50%), followed by Denmark and Croatia (25.00% each) and Israel (12.50%).
Based on 15 cases from eight included studies, the boy-to-girl ratio was found to be 1:1.5, with six boys and nine girls. The average age of all the cases was 8.87 ± 6.13 days (range 1–22 days). The mean age for boys was 4.67 ± 4.41 days (range 1–10 days), and for girls it was 11.67 ± 5.61 days (range 6–22 days). More than 70% of the patients were born by vaginal delivery, and the average birth weight of all cases ranged from 1180 to 3910 g (mean 2367.27 ± 947.59 g). The overall mean gestational age ranged from 28 to 36 weeks (mean 33 ± 3.42 weeks).
Upon admission, the medical history of the infants showed that they had undergone several heel punctures, ranging from 1 to 30 (mean 9.00 ± 8.90); 93.33% of these newborns exhibited swelling, redness in 40% of cases, and pain in 6.67% on both their left and right heels (50% each). During the physical examination, only 33.33% of the infants had a fever, while the skin on the affected heel was oedematous in 13.33% of cases and showed cellulitis in 13.33% of cases, with marked erythema in 33.33% and tenderness in 40%. A purulent discharge was observed in 33.33% of cases, with an overall symptom duration ranging from 3 to 122 days (mean 33.38 ± 40.52 days).
The following diagnostic methods were used to determine inflammation markers upon admission: bacterial cultures (93.33%), white blood count (WBC) (53.33%), erythrocyte sedimentation rate (ESR) (33.33%), and C-reactive protein (CRP) (13.33%). Radiologic investigations included X-rays (100% of cases) and magnetic resonance imaging (MRI) (13.33% of cases).
In eight cases at admission, the WBC ranged from 14.9 × 109 to 20.6 × 109/L (mean 18.15 ± 2.05). In five cases, the ESR values ranged from 25 to 40 mm/h (mean 35 ± 7.07). Only two cases had available data for CRP values (24 and 510 mg/L). Bacterial cultures revealed Staphylococcus aureus in 80% of cases and Pseudomonas aeruginosa in 6.67% of cases and were taken from purulent discharge from the heel, blood culture, and nasal swab culture.
Initial X-rays revealed abnormalities in 73.33% of cases (11/15), followed by MRI in 13.33% (2/15), and the time elapsed between symptom onset and hospitalization ranged from 3 to 17 weeks in eight cases (mean 7.84 ± 4.71 weeks).
Surgical Interventions
Out of 15 cases, 11 patients (73.33%) underwent surgery. The surgical interventions included incision and drainage (46.67%), irrigation and debridement (20%), irrigation and debridement + sequestrectomy (6.67%).
Antibiotherapy and Outcome
Based on the last follow-up evaluation, a satisfactory outcome was determined for the patients. Asymptomatic patients were identified if they showed no clinical symptoms during a routine X-ray, MRI and/or biomarker-level examination (Table 2). In this study, only one patient out of 15 missed a follow-up. Even though that individual’s follow-up information was unavailable, the authors noted that the heel lesion had completely resolved and the acute phase reactants were normal at the end of the treatment [11].
This study covers four decades of literature, and treatment efficacy may have improved over time. Outcomes may vary across countries. Thirteen cases of intravenous antibiotic treatment lasted from 1 to 6 weeks (average 3.47 ± 1.46 weeks). However, in one case where an antibiotherapy ointment was used, the treatment duration was within 1 week. In four cases of oral antibiotic treatment, the duration ranged from 1 to 3 weeks (average 2.28 ± 1.08 weeks). In three reported cases of intramuscular antibiotic treatment, the duration was 1 week (average 1.29 ± 0.14 weeks). Beta-lactam antibiotics, such as methicillin, gentamicin, nafcillin, and cloxacillin, were commonly administered either intravenously or orally (Table 1).
In eight studies, the outcome was satisfactory in 53.33% of cases. However, in seven cases [6–8], three patients had asymptomatic flatfoot secondary to calcaneal deformity after neonatal calcaneal osteomyelitis. Clinical assessment showed normal tension of the Achilles tendon, but an abnormal shape of the calcaneus was noted after 7–8 years of follow-up in these patients. Two patients ended up with an almost identical calcaneus deformity. One patient had inequality in leg length, and another developed growth arrest of the hip. Therefore, the overall follow-up length ranged from 1.15 to 96 months (average 42.20 ± 41.46 months). Six patients had less than 2 months of follow-up, while eight had up to 30 months.
Discussion
Neonatal units often perform heel punctures (HP) on newborns, especially premature children, to collect blood samples for analysis. However, the skin on a newborn’s heel is thick, and the calcaneus is cartilaginous, which makes a strictly aseptic technique necessary to avoid the risk of osteomyelitis. This complication needs to be discussed more in the literature. It is recommended that HP in infants be no deeper than 2.4 mm to allow adequate blood flow without puncturing the calcaneus [3]. Repeated HP has been reported to cause osteomyelitis of the calcaneus (CO), so physicians must be diligent and aware of the possibility of infection originating in the heel [6, 7, 10].
The analysis of 15 cases from eight eligible studies showed that CO is more common in newborn girls. It typically occurs after a routine puncture for biochemical analysis, causing symptoms such as swelling, tenderness, and redness. The most common microorganism detected is S. aureus. Even after surgical treatment, the outcomes were still unsatisfactory. Complications include deformity of the calcaneus, asymptomatic flatfoot, and growth arrest of the hip. Therefore, it is essential to discuss these findings from different aspects.
It has been observed that microorganisms enter the calcaneus bone as a result of an infected HP, which happens when capillary blood is taken for neonatal screening. This condition is found in patients of all ages and sexes. However, it is more common in newborn girls, especially those born prematurely (60%). In all cases, the sole cause of CO was HP. However, a comprehensive report on the incidence of this condition and its clinical features with respect to age and sex is not yet available. It is well known that invasive medical procedures, prematurity, and low birth weight are some of the factors that can increase the risk of HP-CO [6, 12]. There was a difference in median age at diagnosis between newborn boys and girls. Girls were diagnosed at an average age of 12 days, while boys were diagnosed at an average age of 5 days. The finding aligns with the results of earlier studies conducted by Abril and their colleagues [7].
We observed that the number of girls over 10 days old who had HP-CO was significantly higher than that of boys, which may explain why girls were diagnosed at an older median age than boys. This study found that the median symptom duration was 33 days. However, other studies have reported a range of symptom durations, from 3 to 122 days. Tural et al. [11] reported a case of a female infant with HP-CO who received the Guthrie test on the seventh day after birth. Three days later, she experienced swelling, redness, and increased temperature at the puncture site but did not have a fever. The short interval between the test and symptoms may have been due to the patient’s typical presentations of infection, both systematically and locally. In contrast, Borris and colleagues [8] reported a maximum symptom duration of 122 days in 9- and 22-day-old girls with CO, respectively. Such a wide range of symptom duration suggests this condition’s high heterogeneity.
Our findings showed a similar distribution regarding the affected side distribution between both sides. The type of device or stylus used for the puncture is unreported, but the mean HPs were during the first 7 days of life (range 4–10 days of life). The infants’ heels had been punctured at least once (range 1–30 times) for blood samples during the initial hospitalization. Thus, these cases of osteomyelitis were secondary to the trauma of multiple HPs, which caused a soft tissue infection in a localized area of the heel pad.
We discovered that the symptoms and pathogen culture outcomes of the HP-CO cases we studied showed similarities and differences compared to previous CO reports in older children and adults [13, 14]. Among the included patients with HP-CO, the most common early symptom was soft-tissue swelling next to the affected bone, possibly due to the thickness of the skin in children’s heels and the limited surrounding soft tissue of the calcaneus, which has poor blood supply. We also observed that the positive rate of sample culture was 86.67%, with S. aureus being the most common pathogen (80%). However, this HP-CO study also frequently detected P. aeruginosa (6.67%). The predominance of S. aureus in this study is consistent with studies that have identified it as the primary causative organism in hematogenous osteomyelitis of newborns [15, 16].
Next, we found that surgery remained the mainstay of the HP-CO treatment strategy, which accounted for 87% of all the patients with HP-CO. Nonetheless, the clinical efficacy was still unsatisfactory, with an overall incidence of complications of 47%. Regarding surgical treatments, there are four main strategies to consider. Incision and drainage involve draining pus from the affected area of the body. Debridement involves removing foreign objects and dead tissue from a wound to prevent infection and promote effective healing. Bone curettage involves scraping away bone with a curette. Finally, sequestrectomy is the surgical removal of a sequestrum, which can be done through either an intraoral or extraoral strategy, depending on the size and location of the lesion. We found that the risk of complications from treatment by debridement was higher than that managed by incision and drainage (50% vs. 43%). Surprisingly, the efficacy of debridement was even worse than that of incision and drainage. Patients who undergo debridement as a treatment for their wounds may experience more severe complications depending on various factors, such as the recovery time after the procedure, the severity of the wound, its location, and the type of debridement method used. Thus, the complication risk was higher. Also, considering the limited number of patients that had a calcaneal deformity, it suggested that HPs should not penetrate deeper than 2.5 mm to avoid contact with the calcaneus as the skin of the heel in children is thick [8] and the rare but possible complication of osteomyelitis, given that septic involvement of the calcaneal apophysis may produce early closure of this growth plate and, consequently, a calcaneal deformity [7]. Thus, the clinical efficacy of this surgical method needs to be reassessed by future studies.
When interpreting the results of our study, it is important to take into account its limitations. Firstly, the study population was limited in size, and there was a wide variation in follow-up time. Secondly, the evidence level was limited, as the studies were case reports, which may have led to publication bias. Thirdly, treatment efficacy has likely improved over time as a result of variation in the years and geographical settings of its administration. Such variances may lead to an underestimation of its effectiveness; therefore, to obtain a more precise estimate of its efficacy, we recommend performing stratified analyses in future investigations.
Conclusions
Heel punctures on newborns can cause calcaneus osteomyelitis (CO) if done repeatedly on one heel or without adequate aseptic technique. This can lead to abnormal bone growth or hind foot growth disturbance. Vigilance by clinicians is necessary when swollen lower extremities are present to detect signs of infection, indicating CO, and immediate treatment is crucial. This review aims to provide guidance on diagnosing and preventing HP-CO and promoting accurate, timely treatments.
Supplementary Information
Below is the link to the electronic supplementary material.
Acknowledgements
Medical Writing/Editorial Assistance
The authors used Grammarly to enhance the readability and language of the text.
Author Contribution
Vidmi Taolam Martin: Conceptualization, Methodology, Software, Writing- Original draft preparation. Ismail Ahmed Dhagey: Methodology, Software, Data curation, Writing- Reviewing and Editing. Hangtian Wu: Methodology, Visualization, Writing- Reviewing and Editing. Shaoyong Xu: Software, Data curation, Investigation. Bin Yu: Supervision, Writing- Reviewing and Editing.
Funding
No funding or sponsorship was received for this study or publication of this article. The Rapid Service Fee was funded by the authors.
Data Availability
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
Declarations
Conflict of Interest
Vidmi Taolam Martin, Ismail Ahmed Dhagey, Hangtian Wu, Shaoyong Xu, and Bin Yu declare they have nothing to disclose.
Ethical Approval
This article is based on previously conducted studies and does not contain any new studies with human participants or animals performed by any of the authors.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Vidmi Taolam Martin, Email: martin.smu@foxmail.com.
Bin Yu, Email: yubinol@163.com.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.


