Abstract
Objective
We performed a systematic review to summarize the efficacy and safety of in utero stem cells application in preclinical models with myelomeningocele (MMC).
Methods
The study was registered with PROSPERO (CRD42019160399). We searched MEDLINE, Embase, Web of Science, Scopus and CENTRAL for publications articles on stem cell therapy in animal fetuses with MMC until May 2020. Publication quality was assessed by the SYRCLE's tool. Meta‐analyses were pooled if studies were done in the same animal model providing similar type of stem cell used and outcome measurements. Narrative synthesis was performed for studies that could not be pooled.
Results
Nineteen and seven studies were included in narrative and quantitative syntheses, respectively. Most used mesenchymal stem cells (MSCs) and primarily involved ovine and rodent models. Both intra‐amniotic injection of allogeneic amniotic fluid (AF)‐MSCs in rat MMC model and the application of human placental (P)‐MSCs to the spinal cord during fetal surgery in MMC ovine model did not compromise fetal survival rates at term (rat model, relative risk [RR] 1.03, 95% CI 0.92–1.16; ovine model, RR 0.94, 95% CI 0.78–1.13). A single intra‐amniotic injection of allogeneic AF‐MSCs into rat MMC model was associated with a higher rate of complete defect coverage compared to saline injection (RR 16.35, 95% CI 3.27–81.79). The incorporation of human P‐MSCs as a therapeutic adjunct to fetal surgery in the ovine MMC model significantly improved sheep locomotor rating scale after birth (mean difference 5.18, 95% CI 3.36–6.99).
Conclusions
Stem cell application during prenatal period in preclinical animal models is safe and effective.
Key Points
What's already known about this topic?
Myelomeningocele (MMC) is a severe congenital malformation of the central nervous system causing lifelong sensory and motor impairments, bowel and bladder dysfunctions, and orthopaedic disabilities
Fetal surgery for MMC reduces ventriculoperitoneal shunt requirement, increase the ability to walk of the affected children.
What does this study add?
Safety and efficacy evidence of in utero stem cell application in preclinical MMC settings
The application of in utero mesenchymal stem cells is safe and effective in inducing defect coverage and improve motor function in small and large animal models, respectively
1. INTRODUCTION
Myelomeningocele (MMC) is a severe congenital malformation of the central nervous system resulting from an incomplete closure of the neural tube during the third–fourth week of embryonic development. 1 The prevalence of MMC varies greatly among geographical areas ranging from 0.3 to 59.0 cases per 10,000 births. 2 MMC is characterised by the protrusion of the neural placode and its meninges through a malformed vertebral arch and skin defect. The condition can be detected by prenatal ultrasound scan as early as the first trimester; however, the majority of cases are diagnosed during the second trimester (anomaly) ultrasound scan. 3 , 4 Apart from preventive therapy using periconceptual vitamins such as folic acid, current management following prenatal diagnosis may include termination of pregnancy, postnatal or more recently fetal surgery. 5 The rationale for fetal repair before birth is that MMC is a ‘progressive’ condition with cumulative spinal cord functional loss throughout gestation, as demonstrated in clinical and animal studies. 6 , 7 , 8 Fetal surgery can arrest this deterioration and improve the patients' ability to walk unaided at 30‐month old. 9 , 10 , 11 However, the benefit of the surgery to bladder function is still under review. 12 , 13 , 14 , 15 , 16 Despite these improvements, there are several shortcomings of fetal surgery. Although the number of centres offering fetal surgery for MMC has been increasing, 17 global availability is still limited. Furthermore, fetal surgery is usually performed in the late second trimester, between 23 and 26 weeks' gestation, to reduce the risk of chorioamniotic membrane separation and associated preterm birth. 18 , 19 Moreover, fetal surgery is not a cure. When considering patient outcomes at 30‐month‐old age; for example, approximately half of the fetal treated patients have to rely on clean intermittent catheterization to pass urine and more than half cannot walk without the aid of orthosis. 11 , 12
Additional interventions during fetal life such as the use of stem cells, may improve the shortcomings of fetal surgery. Stem cell transplantation, particularly of mesenchymal stem cells (MSCs), have been reported in both animal and clinical studies for spinal cord injury. 20 , 21 , 22 In clinical cases of individuals suffering from spinal cord injury, stem cell therapy improves light‐touch and pinprick sensory function, bladder function and also increases the score of the daily living activities when compared to patients who receive only rehabilitation. 22 For treatment of MMC, in utero stem cell therapy has been reported to improve outcome in several animal studies, but as yet no human trials have been conducted.
Several animal models have been used to evaluate pathophysiology and treatment options for MMC. These models can be divided into surgically and non‐surgically induced models. All ovine, rabbit and chick models involve surgical manipulation; laminectomy and resection of dura mater, to create an MMC‐like lesion. 23 , 24 In contrast, in the rat model, the lesion is induced by gavaging retinoic acid to pregnant dams early in gestation. Retinoic acid is a well‐known teratogen that disrupts the process of neural tube closure leading to the MMC defect in the pups. 25 All of the aforementioned models, both surgical and non‐surgical, have been applied to study feasibility, safety and efficacy of in utero stem cell transplantation for MMC.
In this study, we systematically reviewed the application of stem cells in preclinical animal models of MMC with regards to their safety, efficacy and to justify the possibility of translation into a clinical study.
2. MATERIALS AND METHODS
This systematic review was conducted according to the Preferred Reporting Items for Systematic Review and Meta‐analyses guidelines (www.prisma-statement.org). 26 Our protocol was registered with the International Prospective Register of Systematic Reviews (PROSPERO; CRD42019160399) before commencement.
2.1. Literature search strategy
An electronic literature search was performed in MEDLINE (PubMed), Embase, Web of Science, Scopus and the Cochrane Library from inception until May 2020. The search strategy included both Medical Subject Headings term and free text words (Data S1). Topic‐related reviews were manually searched to retrieve additional relevant articles. Endnote X9 (Thomson Reuters) was used to remove duplicate studies based on names of the authors, titles, and year of publications.
2.2. Inclusion and exclusion criteria
The population was MMC animals receiving an in vivo, in utero application of stem cells. The intervention included any type of stem cells; embryonic stem cells (ESCs), pluripotent stem cells (IPSCs), neuronal stem cells (NSCs), neural crest stem cells (NCSCs) and MSCs. Comparator group was animals receiving only fetal surgery, saline injection or no treatment at all. Studies were excluded if stem cells were administered after birth or was published in non‐English language. Outcomes examined were related to safety, survival and efficacy as described below. No date restrictions were applied. Editorial comments, review studies and publications without full‐text accessibility were excluded.
2.3. Study selection
Titles and abstracts were independently screened and selected for relevance by two reviewers (Yada Kunpalin and Sindhu Subramaniam). A full‐text review was performed for all the selected studies based on the aforementioned criteria. Any disagreement was resolved through discussion with a third reviewer (Silvia Perin). In case of overlapping studies, only the most recent publication was included.
2.4. Data extraction
A predefined pro forma was created by the reviewers before data extraction. Extracted information included year of publication, types of animal model, number of animals, sample randomization and gestation age (GA) when the defect was created. Treatment information included source and types of stem cells, dosage, type of vehicles, controls and GA when stem cells were administered, and GA at euthanasia. Extracted outcomes were animal survival rate, defect coverage, spinal cord histopathology and neurological function. Corresponding authors were contacted for further/missing data.
2.5. Quality appraisal
Risk of bias was independently assessed by Yada Kunpalin and Sindhu Subramaniam by the Systematic Review Centre for Laboratory Animal Experimentation's (SYRCLE's) tool for animal interventional studies. 27 Discrepancies between the reviewers were resolved through consensus by the third reviewer (Silvia Perin).
2.6. Data synthesis and statistical methods
Meta‐analyses were performed only if studies were consistent with regards to the type of animal model, stem cells and outcome measurements. For studies that could not be pooled, we present a narrative data synthesis with descriptive statistics.
Meta‐analyses were carried out using the software provided by the Cochrane Collaboration, Review Manager (RevMan) version 5.3. Quantification of the heterogeneity across the included studies was assessed by chi‐squared value test and inconsistency index (I2). I2 of >50% and <0.1 of α value of chi‐square were deemed to have significant heterogeneity. 28 Consequently, a random‐effect model was used to analyse the data; otherwise, the fixed‐effect model was applied. In terms of animal survival rate and MMC defect coverage rate, the results were represented by relative risk (RR). For Sheep Locomotor Rating (SLR) scale, the improvement was displayed with mean difference.
3. RESULTS
3.1. Study selection
Electronic and manual search yielded 648 records published from inception until May 2020; 86 from MEDLINE (PubMed), 217 from Embase, 132 from Web of Science, 210 from Scopus and none from the Cochrane Library. Additional records were retrieved from manual search of reference lists and directly from previous publications of research groups. After removing duplicates, the remaining 358 records were screened for relevant titles and abstracts. Of these, 304 records were excluded as irrelevant (Figure 1). A total number of 54 records were reviewed as full‐text, of which 26 studies were included in the qualitative synthesis. Reasons for exclusion were insufficient information (conference abstract/poster presentations or article comments (25%, 7/28), inadequate study design (review/book chapter) (43%, 12/28), no in vivo animal study included (21%, 6/28), no stem cells application (7%, 2/28) and postnatal stem cell therapy only (4%, 1/28; Figure 1).
3.2. Risk of bias assessment
Risk of bias of the included studies is shown in Figure 2. The majority of the studies had a high risk of bias owing to selective outcome reporting (23.1%, 6/26), inadequate description of sequence generation (19.2%, 5/26), allocation concealment (19.2%, 5/26) and caregiver/researcher blinding (19.2%, 5/26). None of the included studies completely described information regarding animal housing and/or random/blinding method for outcome assessment as per recommended by ARRIVE guidelines. 29
3.3. Study characteristics
The characteristics of the included studies, such as type and source of stem cells, animal models and available outcomes, are shown in Table 1. 30 , 31 , 32 , 33 , 34 , 35 , 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 48 , 49 , 50 , 51 , 52 , 53 , 54 , 55 Most studies used MSCs (77%, 20/26), with the placenta, amniotic fluid and bone marrow as the source of cells. Xenogeneic stem cell transplantation with human cells (ESCs, NCSCs, bone marrow [BM]‐MSCs, amniotic fluid [AF]‐MSCs, placental [P]‐MSCs) was performed in almost half of the studies (46%, 12/26). The majority of animal models studied were rat strains (58%, 15/26; Wistar, Sprague Dawley or Lewis) all of which had MMC created using retinoic acid (40 or 60 mg/kg). Studies in ovine (27%, 7/26) all used surgical creation of MMC between 75 and 112 days GA. Chicken embryo was assessed in three studies (11%, 3/26) with MMC created surgically at Hamburger and Hamilton stage 18–19. One study was performed in the rabbit (4%, 1/26) with MMC surgically created at E18‐19 days. All included studies evaluated animals immediately after term delivery and/or up to 24 h after birth.
TABLE 1.
Study | Stem cells | Animal models | Stem cell application | Results of stem cell application | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Donor | Type | Source | Animal | Lesion induction | Timing of lesion induction | Dosage | Timing of transplantation | Vehicle | Timing of evaluation | Animal survival | Defect coverage | Spinal cord changes | |
Lee, 2004 (30) | Human | ESCs | Blastocyst | Chicken embryo | Surgical creation | HH18–19 | 2 × 104 cells/amniotic cavity | HH18‐19; immediately after surgical creation | Intra‐amniotic injection | HH 28, 30 and 35 | Yes | Yes | No |
Lee, 2006 (31) | Human | ESCs | Blastocyst | Chicken embryo | Surgical creation | HH18–19 | 4 × 104 cells/amniotic cavity | HH18–19; immediately after surgical creation | Intra‐amniotic injection | HH 30, 35 and 40 | Yes | Yes | No |
Lee, 2010 (32) | Human | NSCs and MSCs | Fetal NCSCs, telencephalon (GA 14‐18w); fetal MSCs, spinal BM (GA 12‐ 15w) | Chicken embryo | Surgical creation | HH18–19 | 2 × 104 cells/amniotic cavity | HH18–19; immediately after surgical creation | Intra‐amniotic injection | HH 28, 30 and 35 | Yes | Yes | No |
Li, 2012 (33) | Adult Wistar rat | MSCs | Bone marrow | Wistar rat | Retinoic acid (140 mg/kg) | E10 | 1.4–7 x103 cells/spinal cord | E16‐18 | Direct spinal cord injection | E20 | Yes | No | No |
Li, 2014 (34) | Adult Wistar rat | MSCs | Bone marrow | Wistar rat | Retinoic acid (140 mg/kg) | E10 | 6–10 × 103 cells/spinal cord | E16 | Direct spinal cord injection | E20 | No | No | Yes |
Ma, 2015 (35) | Adult Wistar rat | MSCs | Bone marrow | Wistar rat | Retinoic acid (140 mg/kg) | E10 | 6–10 × 103 cells/spinal cord | E16 | Direct spinal cord injection | E20 | Yes | No | Yes |
Li, 2016 (36) | Adult Wistar rat | MSCs | Bone marrow | Wistar rat | Retinoic acid (140 mg/kg) | E10 | 2 × 107 cells/spinal cord | E16 | Chitosan‐gelatin scaffold | E20 | Yes | Yes | No |
Wei, 2020a (37) | Adult Wistar rat | MSCs | Bone marrow | Wistar rat | Retinoic acid (140 mg/kg) | E10 | 4 – 6 x 106 cells/uterine cavity | E16 | Intra‐amniotic injection and | E21 | Yes | Yes | No |
Wei, 2020b (38) | Adult Wistar rat | MSCs | Bone marrow | Wistar rat | Retinoic acid (140 mg/kg) | E10 | 5 × 106 cells/uterine cavity | E15 | Ex vivo intra‐amniotic injection | E20 | Yes | Yes | Yes |
Dionigi, 2015a (39) | Normal Lewis rat fetus | MSCs | Amniotic fluid (E21) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 1 × 105 cells/uterine cavity | E17 | Intra‐amniotic injection | E21 | Yes | Yes | No |
Dionigi, 2015b (40) | Normal Lewis rat fetus | MSCs | Amniotic fluid (E21) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 1 × 105 cells/uterine cavity | E17 | Intra‐amniotic injection | E21 | No | Yes | No |
Feng, 2016 (41) | Normal Lewis rat fetus | MSCs | Amniotic fluid and placenta (E21) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 1 × 105 cells/uterine cavity | E17 | Intra‐amniotic injection | E21 | Yes | Yes | No |
Shieh, 2018 (42) | Normal Lewis rat fetus | MSCs | Amniotic fluid (E21) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 1 × 105 cells/uterine cavity | E17 | Intra‐amniotic injection | E22 | Yes | No | No |
Lazow, 2020 (43) | Normal Lewis rat fetus | MSCs | Amniotic fluid (E21) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 1 × 105 cells/uterine cavity | E17 | Intra‐amniotic injection | E21 | Yes | Yes | No |
Shieh, 2019 (46) | Fetal New Zealand rabbit | MSCs | Amniotic fluid | New Zealand rabbit | Surgical creation | E22–23 | 6 × 106 cells/uterine cavity | E22–23; immediately after surgical creation | Intra‐amniotic injection | E30–32 | Yes | Yes | No |
Abe, 2019 (44) | Human | MSCs | Amniotic fluid (GA 15–17 weeks) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 1 × 105 cells/uterine cavity | E17 | Intra‐amniotic injection | E21 | Yes | Yes | Yes |
Kajiwara, 2017 (45) | Human, trisomy 21/TTTS | Skin derived from iPSCs | Amniotic fluid (GA 29 weeks) | Sprague‐Dawley rat | Retinoic acid (60 mg/kg) | E10 | 3D skin transplantation | E20 | Collagen type I scaffold | E22 | Yes | Yes | No |
Fauza, 2008 (47) | Mice | NSCs | Cerebellum | Ovine | Surgical creation | GA 97–112 days | 2 × 108 cells/spinal cord | 14–25 days after surgical creation | Direct spinal cord injection | GA 145 days | Yes | No | Yes |
Turner, 2013 (48) | Lewis rat fetuses with NTDs | NSCs | Amniotic fluid (E19–E21) | Lewis rat | Retinoic acid (60 mg/kg) | E10 | 1.5 × 104 cells/uterine cavity | E17 | Intra‐amniotic injection | E21 | Yes | No | No |
Saadai, 2013 (49) | Human | NCSCs | iPSCs | Ovine | Surgical creation | GA 75 days | 2–3 x 107 cells/spinal cord | GA 100 days | Hydrogel on nanofibrous scaffold* with | GA 135 days | Yes | No | No |
Wang, 2015 (50) | Human | MSCs | Placenta (11–17 weeks) | Ovine | Surgical creation | GA 77 days | 5 × 105 cells/spinal cord | GA 104 days | 2 mg/ml rat tail collagen | GA 146 days | Yes | No | Yes |
Brown, 2016 (51) | Human | MSCs | Placenta (17 and 40 weeks) | Ovine | Surgical creation | GA 75 days | 17 weeks; 5 × 105 cells/spinal cord40 weeks; 1 × 106 cells/spinal cord | GA 100 days; 25 days after surgical creation | 2 mg/ml rat tail collagen | GA 145 days | Yes | No | Yes |
Kabagambe, 2017 (52) | Human | MSCs | Placenta (2nd trimester) | Ovine | Surgical creation | GA 78 days | 5 × 105 cells/spinal cord | GA 103 days; 25 days after surgical creation | SIS‐ECM | GA 145 days | No | No | Yes |
Chen, 2017 (53) | Human | MSCs | Placenta (15 weeks) | Sprague‐Dawley rat | Retinoic acid (40 mg/kg) | E10 | 1.6x, 3.1x, 6.3, 9.4 × 105 cells/spinal cord | E19 | SIS‐ECM | E21 | No | No | Yes |
Vanover, 2019 (54) | Human | MSCs | Placenta (2nd trimester) | Ovine | Surgical creation | GA 77 days | 5 × 105, 2 × 106 or 3 × 106 cells/spinal cord | GA 102 days; 25 days after surgical creation | SIS‐ECM | GA 145 days | Yes | No | Yes |
Galganski, 2019 (55) | Human | MSCs | Placenta (14–21 weeks) | Ovine | Surgical creation | GA 76 days | 3.6 × 106 cells/spinal cord | GA 102 days | SIS‐ECM | GA 146 days | No | No | Yes |
Abbreviations: BM, bone marrow; E, embryo; ESCs, embryonic stem cells; GA, gestational age in days using data from the study or calculated from study methods; HH, Hamburger and Hamilton stage; 62 iPSCs, induced pluripotent stem cells; MMC, myelomeningocele; MSC, mesenchymal stem cells; NTDs, neural tube defects including exencephaly and/or myelomeningocele; NCSCs, neural crest stem cells; SIS‐ECM, small intestinal submucosa‐derived extracellular matrix; w, weeks of gestation; TTTS, twin to twin transfusion syndrome.
Volume ratio of NCSCs/hydrogel = 2:1 spread on nanofibrous scaffold comprising poly(L‐lactide‐co) caprolactone, polypropylene glycol and sodium acetate fabricated by electrospinning process.
3.4. Animal survival
Twenty‐one studies reported data on animal survival after in utero stem cell application, 30 , 31 , 32 , 36 , 37 , 38 , 39 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 48 , 49 , 50 , 51 , 54 13 (62%) of them presented data on survival rates in both control and treatment groups. Overall, there was no significant effect of stem cell application on animal survival rates (Table 2). Meta‐analysis was possible in four studies in the retinoic acid‐induced fetal rat MMC model 39 , 41 , 42 , 43 and three studies in a surgical ovine MMC model. 50 , 51 , 54 The results showed that in the rat MMC model, when compared to saline injection, intra‐amniotic injection of allogeneic AF‐MSC at E17 of gestation, did not affect animal survival (RR 1.03, 95% CI 0.92–1.16; Figure 3A). Similarly, animal survival was not different in MMC sheep receiving application of human second trimester P‐MSCs to the spinal cord during fetal surgical closure of the MMC defect (compared to the control group undergoing fetal surgery alone (RR 0.94, 95% CI 0.78–1.13; Figure 3B).
TABLE 2.
First author | Animal model/Stem cell | Survival rate, n/N (%) | ||
---|---|---|---|---|
Treatment | Control | p value | ||
Lee, 2004 (30) | Chicken embryo/Human ESCs | POD 3, NR | POD 4, NR | >0.05 |
POD 5, NR | POD 6, NR | >0.05 | ||
POD 7, NR | POD 8, NR | <0.05 | ||
Lee, 2006 (31) | Chicken embryo/Human ESCs | POD 4, 15/19 (78.9%) | POD 4, 15/18 (83.3%) | 0.73 |
POD 6, 15/21 (71.4%) | POD 6, 15/19 (78.9%) | 0.58 | ||
POD 8, 15/23 (65.2%) | POD 8, 15/22 (68.2%) | 0.83 | ||
Li, 2012 (33) | Wistar rat/Wistar rat BM‐MSCs | 152/195 (77.9%) | NA | NA |
Li, 2014 (34) | Wistar rat/Wistar rat BM‐MSCs | 18/22 (81.8%) | NA | NA |
Ma, 2015 (35) | Wistar rat/Wistar rat BM‐MSCs | 58/72 (80.6%) | NA | NA |
Li, 2016 (36) | Wistar rat/Wistar rat BM‐MSCs | 69/134 (51.5%) | NA | NA |
Wei, 2020a (37) | Wistar rat/Wistar rat BM‐MSCs | 30/30 (100%) | 23/23 (100%) | 1.00 |
Wei, 2020b (38) | Wistar rat/Wistar rat BM‐MSCs | 32/32 (100%) | 28/28 (100%) | 1.00 |
Turner, 2013 (48) | Lewis rat/Lewis rat AF‐NSCs | 20/37 (54.1%) | NA | NA |
Dionigi, 2015a (39) | Sprague‐Dawley rat/Lewis rat AF‐MSCs | 28/82 (34.1%) | NA | NA |
Feng, 2016 (41) | Sprague‐Dawley rat/Lewis rat AF‐MSCs and P‐MSCs | AF‐MSCs, 65/73 (89.0%) | 30/38 (78.9%) | 0.15 |
P‐MSCs, 90/115 (78.3%) | 0.93 | |||
Shieh, 2018 (42) | Sprague‐Dawley rat/Lewis rat AF‐MSCs | 70/78 (89.7%) | 62/66 (93.9%) | 0.77 |
Lazow, 2020 (43) | Sprague‐Dawley rat/Lewis rat AF‐MSCs | 36/105 (34.3%) | 34/107 (31.8%) | 0.70 |
Abe, 2019 (44) | Sprague‐Dawley rat/Human AF‐MSCs | 19/22 (86.4%) | 17/19 (89.5%) | 0.76 |
Kajiwara, 2017 (45) | Sprague‐Dawley rat/3D skin from human AF‐derived iPSCs | 20/20 (100%) | NA | NA |
Shieh, 2019 (46) | New Zealand rabbit/New Zealand rabbit AF‐MSCs | 10/35 (28.6%) | 5/15 (33.3%) | 0.74 |
Fauza, 2008 (47) | Ovine/Mice cerebellum NSCs | 8/9 (88.8%) | 6/7 (85.7%) a | 0.85 |
Saadai, 2013 (49) | Ovine/Human NCSCs derived from iPSCs | 2/2 (100%) | NA | NA |
Wang, 2015 (50) | Ovine/Human P‐MSCs | 6/6 (100%) | 6/6 (100%) a | 1.00 |
Brown, 2016 (51) | Ovine/Human P‐MSCs | 2/2 (100%) | 1/1 (100%) a | 1.00 |
Vanover, 2019 (54) | Ovine/Human P‐MSCs | 19/22 (86.4%) | 8/8 (100%) a | 0.55 |
Abbreviations: AF‐MSCs, amniotic fluid‐derived mesenchymal stem cells; CRL, crown‐rump length; NA, not available; NR, exact data are not retrievable after contact with corresponding author; P‐MSCs, placental‐derived mesenchymal stem cells; POD, postoperative day.
Fetal MMC surgical repair as a control group.
4. EFFICACY OF TREATMENT
4.1. Coverage of the MMC defect
Outcomes following defect coverage were reported in 13 studies. 30 , 31 , 32 , 36 , 37 , 38 , 39 , 40 , 41 , 43 , 44 , 45 , 46 The coverage was evaluated in a number of ways (Table 3) such as gross complete defect coverage with microscopic confirmation, absolute defect area at birth, and adjusted defect length to original incision length and body length. The most commonly used stem cells for this purpose were MSCs (76.9%, 10/13); almost half of the studies were human xenogeneic transplantation (38.5%, 5/13). Studies were conducted exclusively in small/medium‐size animal models; 69.2% (9/13) in rat species, 23.1% (3/13) in chicken embryos and 7.7% (1/13) in rabbit species. Outcomes of defect coverage are summarized in Table 3.
TABLE 3.
First author | Stem cell/animal model | Treatment group | Control group | Evaluation method | Effect and time of evaluation | ||
---|---|---|---|---|---|---|---|
Treatment Group | Control Group | p value | |||||
Lee, 2004 (30) | Human ESCs/Chicken embryo | Intra‐amniotic injection of ESCs a | Intra‐amniotic injection of glucose in PBS (4.5 mg/L) a | Adjusted defect length (defect length/original incision length × total body length) | POD 3, 0.03 | POD 3, 0.07 | <0.01 |
POD 5, 0.02 | POD 5, 0.07 | <0.01 | |||||
POD 7, 0.02 | POD 7, 0.08 | <0.01 | |||||
Lee, 2006 (31) | Human ESCs/Chicken embryo | Intra‐amniotic injection of ESCs (n = 15 at all time points) | No intra‐amniotic injection (n = 15 at all‐time points) | Adjusted defect length (defect length/original incision length × total body length) | POD 4, 0.05 | POD 4, 0.08 | <0.01 |
POD 6, 0.03 | POD 6, 0.07 | <0.01 | |||||
POD 8, 0.04 | POD 8, 0.08 | <0.01 | |||||
Lee, 2010 (32) | Human NCSCs and BM‐MSCs/Chicken embryo | Intra‐amniotic injection of NSCs or BM‐MSCs a | No intra‐amniotic injection a | Adjusted defect length (defect length/original incision length × total body length) | BM‐MSCs, POD 3, 0.05 | POD 3, 0.08 | <0.01 |
BM‐MSCs, POD 5, 0.05 | POD 5, 0.08 | <0.01 | |||||
BM‐MSCs, POD 7, 0.05 | POD 7, 0.08 | <0.01 | |||||
NSCs, POD 3, 0.08 | ns | ||||||
NSCs, POD 5, 0.07 | ns | ||||||
NSCs, POD 7, 0.08 | ns | ||||||
Li, 2016 (36) | Wistar rat BM‐MSCs/Wistar rat | BM‐MSCs seeded on SIS‐ECM | No surgery | No. of animals with complete defect coverage evaluated macroscopically, n/N (%) | 47/69 (68.1%) | 0/30 (0%) | <0.01 |
Wei, 2020a (37) | Wistar rat BM‐MSCs/Wistar rat | Intra‐amniotic injection BM‐MSCs (n = 32) | Intra‐amniotic injection of PBS (n = 28) | Absolute defect area (mm2) | 57.4 ± 4.1 mm2 | 80.2 ± 4.8 mm2 | <0.01 |
Wei, 2020b (38) | Wistar rat/Wistar rat BM‐MSCs | Intra‐amniotic injection BM‐MSCs (n = 30) | Intra‐amniotic injection of PBS (n = 23) | Absolute defect area (mm2) | 78.3 ± 6.3 mm2 | 54.9 ± 4.6 mm2 | <0.05 |
Dionigi, 2015a (39) | Lewis rat AF‐MSCs/Sprague‐Dawley rats | Intra‐amniotic injection of AF‐MSCs | Intra‐amniotic injection of PBS | No. of animals with defect coverage evaluated macroscopically with microscopic confirmation, n/N (%) | 31/38 (81.6%) complete coverage, 9/38 (23.7%) | 0/36 (0%) | <0.01 |
Dionigi, 2015b (40) | Lewis rat AF‐MSCs/Sprague‐Dawley rats | Intra‐amniotic injection of AF‐MSCs | No injection | No. of animals with defect coverage evaluated macroscopically with microscopic confirmation, n/N (%) | 24/28 (85.7%) complete coverage, 6/28 (21.4%) | 0/21 (0%) | <0.01 |
Feng, 2016 (41) | Lewis rat AF‐MSCs and P‐MSCs/Sprague‐Dawley rats | Intra‐amniotic injection of AF‐MSCs | Intra‐amniotic injection of PBS | No. of animals with defect coverage evaluated macroscopically with microscopic confirmation, n/N (%) | AF‐MSCs, 13/28 (46.4%) complete coverage, 3/28 (10.7%) | 0/22 (0%) | <0.01 |
P‐MSCs, 18/38 (47.4%), complete coverage, 2/38 (5.3%) | |||||||
Lazow, 2020 (43) | Lewis rat AF‐MSCs and P‐MSCs/Sprague‐Dawley rats | Intra‐amniotic injection of AF‐MSCs | Intra‐amniotic injection of PBS | No. of animals with defect coverage evaluated macroscopically with microscopic confirmation, n/N (%) | 11/20 (55.0%) complete coverage; 0/20 (0%) | 0/14 (0%) | <0.01 |
Ratio of defect area/total area of the head and back (dorsal surface) | Median: 0.09, IQR: 0.06–0.16 | Median: 0.06, IQR: 0.04–0.09 | <0.01 | ||||
Shieh, 2019 (46) | New Zealand rabbit AF‐MSCs/New Zealand rabbit | Intra‐amniotic injection of AF‐MSCs | No intra‐amniotic injection | No. of animals with defect coverage evaluated macroscopically with microscopic confirmation, n/N (%) | 5/10 (50.0%) complete coverage; 0/10 (0%) | 0/5 (0%) | <0.01 |
Abe, 2019 (44) | Human AF‐MSCs/Sprague‐Dawley rat | Intra‐amniotic injection of AF‐MSCs (n = 19) | Intra‐amniotic injection of PBS (n = 17) | Absolute defect area and adjusted defect area (area/CRL2) | Area, 53.9 ± 11.8 mm2 | Area, 39.2 ± 8.1 mm2 | 0.01 |
Adjusted area, 0.02 ± 0.004 | Adjusted area, 0.03 ± 0.009 | 0.03 | |||||
Kajiwara, 2017 (45) | 3D skin from human AF‐derived iPSCs/Sprague‐Dawley rat | 3D skin surgical application | No intra‐amniotic procedure | No. of animals with defect coverage evaluated macroscopically with microscopic confirmation, n/N (%) | 12/20 (60.0%) complete coverage, 4/12 (33.3%) | 0/61 (0%) | <0.01 |
Note: Data presented with mean ± SEM.
Abbreviations: PBS, phosphate‐buffered saline; CRL, crown‐rump length; ESCs, embryonic stem cells; FM, fetal membranes; iPSCs, induced pluripotent stem cells; MSC, mesenchymal stem cells; NCSCs, neural crest stem cells.
Number of animals not provided.
Meta‐analysis of defect coverage was possible in four studies in the retinoic acid‐induced fetal rat MMC model where there was allogeneic intra‐amniotic injection of AF‐MSCs from normal rat fetuses at E17. Stem cell injection was associated with a higher likelihood of complete defect coverage when compared to control saline injection (RR 16.35, 95% CI 3.2–81.79) 39 , 40 , 41 (Figure 3C). One further study comparing the application of placental MSCs (P‐MSCs) to that of AF‐MSCs in the same retinoic acid‐induced fetal rat MMC model at the same stage of gestation, demonstrated that there was no difference in defect coverage (complete coverage; AF‐MSC 10.7% vs. P‐MSCs 5.3%, p = 0.41). 41 In the surgically created rabbit model of MMC, intra‐amniotic injection of allogeneic AF‐MSCs on the day of MMC surgical creation (E22‐23 days) significantly increased the likelihood of defect coverage, with 50% of the animals showing some degree of defect coverage; however, none had complete coverage. 46
In terms of human xenogeneic transplantation, one study found that intra‐amniotic injection of human AF‐MSCs in the retinoic acid‐induced fetal rat MMC model at E17 significantly reduced the area of the MMC defect compared to saline injection (Table 3). 44 Another study demonstrated that in utero transplantation of 3‐dimensional (3D) skin generated from human AF‐derived iPSCs resulted in more rats having some degree of defect coverage compared to no transplantation (Table 3). 45
4.2. Spinal cord histopathology and function
There were 11 studies reporting the effect of stem cells on spinal cord histopathology and/or function with almost all using MSCs (90.1%, 10/11); 63.6% (7/11) of studies applied human MSCs. 34 , 35 , 38 , 44 , 47 , 50 , 51 , 52 , 53 , 54 , 55 Fetal surgical ovine and retinoic acid‐induced fetal rat models of MMC were used in 54.5% (6/11) and 45.5% (5/11) of the studies, respectively. Improvement of spinal cord outcomes are shown in Table 4. Meta‐analysis to study the spinal cord function was possible in five studies in the surgically created ovine model of MMC (Figure 3D). Incorporation of P‐MSCs at the time of MMC fetal surgical closure improved motor function of the lower limbs compared to fetal surgery alone, as determined by SLR scale (mean difference 5.18, 95% CI 3.36–6.99; Figure 3D). The density of large neurons was also found to be increased with the intervention (Table 4).
TABLE 4.
First author | Stem cell/animal model | Treatment group | Control group | Histology analysis | Functional analysis | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Method | Treatment | Control | p value | Method | Treatment | Control | p value | ||||
Li, 2014 (34) | Wistar rat BM‐MSCs/Wistar rat | Spinal cord injection of BM‐MSCs | No injection | TUNEL analysis (% of death cells/total cells) | 4.8 ± 0.3 | 8.9 ± 0.6 | <0.05 | NA | NA | NA | NA |
Ma, 2015 (35) | Wistar rat BM‐MSCs/Wistar rat | Spinal cord injection of BM‐MSCs (n = 15) | No injection (n = 10) | Sensory neuron in dorsal root ganglion (Brn3a + ve cells/total cells) | 33.4 ± 1.9% | 25.3% ± 1.6% | <0.01 | NA | NA | NA | NA |
Wei, 2020b (38) | Wistar rat BM‐MSCs/Wistar rat | Intra‐amniotic injection BM‐MSCs (n = 12) | Intra‐amniotic injection of PBS (n = 12) | NA | NA | NA | NA | Motor evoked potential of anterior tibialis muscle (millivolts) | 0.26 ± 0.02 | 0.18 ± 0.02 | <0.05 |
Latency period of electrophysiologic test between cortex and anterior tibialis muscle (milliseconds) | 22.8 ± 0.3 | 25.4 ± 0.8 | <0.05 | ||||||||
Abe, 2019 (44) | Human AF‐MSCs/Sprague‐Dawley rat | Intra‐amniotic injection of AF‐MSCs (n = 19) | Intra‐amniotic injection of PBS (n = 17) | Cross‐sectional area of spinal cord (mm2) | 1.9 ± 0.2 | 0.9 ± 0.1 | 0.01 | NA | NA | NA | NA |
Ratio of GFAP/βIII‐tubulin cross‐sectional area | 0.3 ± 0.1 | 0.7 ± 0.2 | <0.05 | ||||||||
Chen, 2017 (53) | Human P‐MSCs/Sprague‐Dawley rat | P‐MSCs seeded on SIS‐ECM | SIS‐ECM and surgical closure (n = 9) | Cross‐sectional ratio of spinal cord width/height | Group 1, 2.9 ± 0.5 | 5.5 ± 0.7 | <0.01 | NA | NA | NA | NA |
Group 1, 1.6 × 105 cells/spinal cord, n = 12 | Group 2, 3.2 ± 0.5 | 0.02 | |||||||||
Group 2, 3.1 × 105 cells/spinal cord, n = 6 | Group 3, 3.3 ± 0.4 | 0.01 | |||||||||
Group 3, 6.3 × 105 cells/spinal cord, n = 9 | Group 4, 3.2 ± 0.3 | <0.01 | |||||||||
Group 4, 9.4 × 105 cells/spinal cord, n = 10 | Density of apoptotic cells (cells/mm3) | Group 1, 74.8 ± 30.2 | 200.5 ± 54.57 | ns | |||||||
Group 2, 116.4 ± 59.5 | ns | ||||||||||
Group 3, 50.6 ± 23.3 | ns | ||||||||||
Group 4, 49.2 ± 7.3 | 0.04 | ||||||||||
Fauza, 2008 (47) | Mice cerebellum NSCCs/Ovine | Spinal cord injection of NCSCs and surgical closure with AlloDerm (n = 6) | Surgical closure with AlloDerm (n = 8) | NA | NA | NA | NA | Ability to walk | 2/6 (33.3%) | 2/8 (25%) | 0.73 |
Wang, 2015 (50) | Human P‐MSCs/Ovine | P‐MSCs mixed with rat tail collagen and surgical closure with Oasis patch (n = 6) | Rat tail collagen and surgical closure with Oasis patch (n = 6) | Large neuron density a | NR | NR | 0.01 | SLR scale (median, range) | 11.5 (5–15) | 4 (2–8) | 0.01 |
5 × 105 cells/spinal cord | |||||||||||
Brown, 2016 (51) | Human P‐MSCs/Ovine | 17 weeks‐P‐MSCs (n = 1) or 40 weeks‐P‐MSCs (n = 1) with fetal membranes and surgical closure | Fetal membranes with surgical closure (n = 1) | Cross‐sectional area of spinal cord (mm2) | 17 weeks, 5.6 | 5.6 | NA | SLR scale | 17 weeks, 1540–week, 8 | 7 | NA |
40 weeks, 8.7 | |||||||||||
Cross‐sectional area of grey matter (mm2) | 17 weeks, 1.3 | 1.8 | NA | ||||||||
40 weeks, 6.9 | |||||||||||
Large neuron density a (cell/mm2) | 17 weeks, 12.2 | 5.0 | NA | ||||||||
40 weeks, 10.7 | |||||||||||
Kabagambe, 2017 (52) | Human P‐MSCs/Ovine | P‐MSCs seeded on SIS‐ECM and surgical closure (n = 8) | SIS‐ECM and surgical closure (n = 6) | Cross‐sectional area of spinal cord (mm2) | 8.4 ± 1.8 | 7.4 ± 2.0 | 0.57 | SLR scale (median, range) | 15 (4–15) | 6 (3–15) | 0.09 |
5 × 105 cells/spinal cord | Cross‐sectional area of grey matter (mm2) | 2.0 ± 0.6 | 1.4 ± 0.5 | 0.57 | |||||||
Large neuron density a | 18.8 ± 4.3 | 13.9 ± 7.0 | 0.23 | ||||||||
Vanover, 2019 (54) | Human P‐MSCs/Ovine | P‐MSCs seeded on SIS‐ECM and surgical closure | SIS‐ECM and surgical closure (n = 8) | Normalized cross‐sectional area of spinal cord (mm2) b | Group 1, 0.4 ± 0.3 | 0.5 ± 0.3 | ns | SLR scale (median, range) | Group 1, 15 (4–15) | 6.5 (3–15) | 0.04 |
Group 1, 5 × 105 cells/spinal cord, n = 8 | Group 2, 0.9 ± 0.1 | <0.05 | Group 2, 15 (4–15) | ||||||||
Group 2, 2 × 106 cells/spinal cord, n = 6 | Group 3, 0.7 ± 0.2 | ns | Group 3, 15 (14,15) | ||||||||
Group 3, 3 × 106 cells/spinal cord, n = 5 | Normalized cross‐sectional area of grey matter (mm2) b | Group 1, 0.4 ± 0.3 | 0.4 ± 0.3 | ns | |||||||
Group 2, 0.9 ± 0.3 | <0.05 ns | ||||||||||
Group 3, 0.6 ± 0.3 | |||||||||||
Normalized large neuron density (cells/mm3) a , b | Group 1, 0.8 ± 0.5 | 0.5 ± 0.4 | ns | ||||||||
Group 2, 0.8 ± 0.3 | ns | ||||||||||
Group 3, 1.0 ± 0.3 | <0.05 | ||||||||||
Galganski, 2019 (55) | Human P‐MSCs/Ovine | P‐MSCs (line A, n = 6, line B, n = 7, line C, n = 5) seeded on SIS‐ECM and surgical closure | SIS‐ECM and surgical closure (n = 10) | Large neuron density (cells/mm3) a , c | Line A, 25.2 (19.1–30.4), | 4.7 (2.7–13.7) | 0.04 | SLR scale (median, range) | Line A, 15 (8–15) | 7.5 (3–15) | |
3.6 × 106 cells/spinal cord | Line B, 27.6 (3.4–33.2) | 0.04 | Line B, 14 (7–15) | ||||||||
Line C, 24.8 (12.3–28.1) | ns | Line C, 14 (14–15) |
Notes: Data presented with mean ± SEM. Rat tail collagen (BD Biosciences), Oasis patch (Cook Biotech), AlloDerm (LifeCell), SIS‐ECM (Cook Biotech).
Abbreviations: ESCs, embryonic stem cells; iPSCs, induced pluripotent stem cells; FM, fetal membranes; MSC, mesenchymal stem cells; NA, not available; NCSCs, neural crest stem cells; NR, exact data are not retrievable after contact with corresponding author; SLR, sheep locomotor rating scale (highest score = 15) 63 ; SIS‐ECM, small intestinal submucosa‐derived extracellular matrix.
Large neuron density = number of 30–70 μm diameter‐neurons/cross‐sectional area of grey matter.
Normalised to average cross‐sectional area of corresponding lumbar level of normal newborn ovines.
Data presented with median (interquartile range).
In small animal models, injection of adult rat BM‐MSCs at E16 into the spinal cord of retinoic acid generated fetal rats with MMC, was associated with a reduction in spinal cord cell death assessed by TUNEL analysis at E20 (death cells; 4.8 ± 0.3% vs. 8.9 ± 0.6%, p < 0.05), 34 and an increase in the number of sensory neurons in the dorsal root ganglion (33.4 ± 1.9% vs. 25.3 ± 1.6%, p < 0.01). 35 The intervention also improved corticospinal tract communication to the anterior tibialis muscle, demonstrated by a rise in motor evoked potentials (0.26 ± 0.02 mV vs. 0.18 ± 0.02 mV, p < 0.05) and a shorter latency period (22.8 ± 0.3 ms vs. 25.4 ± 0.8 ms, p < 0.05). 38
One study has studied the direct injection of mouse‐derived NCSCs into the spinal cord of fetal lambs with surgically created MMC at approximately gestational day 125 did not improve limb motor function after birth (2/6%, 33% vs. 2/8%, 25%, p = 0.73). 47 Although the cells did not differentiate, xenogeneic cells were able to engraft and produce the neurotrophic factors glial cell line‐derived neurotrophic factor and brain‐derived neurotrophic factor. 47 Another study demonstrated that human xenogeneic NCSCs delivered to fetal ovine spinal cord via nanofibrous scaffold survived and integrated with host neurons. These cells made up 35%‐70% of neurons in the examined area. 49
5. DISCUSSION
This systematic review summarizes 26 studies in a narrative synthesis and nine studies by meta‐analysis in the evaluation of the safety and efficacy of stem cell transplantation in animal models of MMC. We found that a variety of stem cells types, delivery techniques and animal models had been used. Overall the results suggest beneficial benefits of stem cells on animal survival, defect coverage and spinal cord function. Safety data represented by animal survival rates were reassuring; both for intra‐amniotic injection of allogeneic AF‐MSCs in the fetal rat model and the application of P‐MSCs to the spinal cord during fetal surgical MMC closure in the MMC lamb model did not compromise fetal survival at term. In terms of efficacy, a single injection of allogeneic AF‐MSCs into the intra‐amniotic cavity of fetal rats was associated with a higher rate of complete defect coverage compared to injection of saline. In addition, the incorporation of human P‐MSCs as a therapeutic adjunct to fetal surgical MMC closure in the ovine model, when compared with fetal surgery alone, significantly improved the motor function of the newborn lambs.
Current clinical fetal surgery approaches are highly invasive and may come (too) late for (full) recovery. This is the rationale for less invasive approaches, such as intra‐amniotic injection of stem cells, to assist in defect coverage early in gestation. In addition, this approach may complement several shortcomings of fetal surgery as not all MMC fetuses are eligible for fetal surgery and not all fetal centres offer this service. The concept of intra‐amniotic injection of allogeneic AF‐MSCs from normal fetuses to induce MMC defect coverage has been shown efficacious in the fetal rat MMC model. 39 , 40 , 41 , 43 In most of the included studies, the coverage occurred by means of rudimentary skin development. The mechanism behind this may resemble how MSCs improve cutaneous wound healing via their differentiation and paracrine effects, which are vital in all stages of the healing process. 56 , 57 Although in the rat model, complete coverage occurred in almost one third of the animals with a single injection of AF‐MSCs, none was documented in the larger rabbit model and there was no data regarding neurological improvements. In light of this, the efficacy of intra‐amniotic AF‐MSCs to induce defect coverage and eventually to improve neurological functions remains to be evaluated in both small and large animal models. This is important if we consider that, in rodents and rabbits, the volume of intra‐amniotic cavity and the gestation are respectively smaller and relatively shorter than in the ovine and/or eventually the human. The use of large animal models will provide further information that can be translated in future clinical trials; for example, the technique for stem cell delivery, the determination of appropriate stem cell dosage and the number of injections required to achieve a complete defect coverage. 58 As the intra‐amniotic volume of humans is much larger than that of the rat, improvements in a technique or vehicle to deliver stems needs further development in order to promote cell survival, migration and attachment. The longer gestational period in large animal models would also allow information on medium‐to‐long term effects of MSCs such as cell engraftment and characterisation of regenerated skin layers.
The rationale for incorporating stem cells as an adjunct to fetal surgery is to regenerate the ‘already damaged’ spinal cord as even after fetal surgery, more than half of children with MMC were unable to walk without orthoses. 11 In this systematic review, we found a significant improvement in motor function of the lower limbs in newborn lambs receiving P‐MSCs during fetal surgical closure of the MMC defect. Recovery of spinal cord function by MSC therapy is supported by evidence from a recent clinical meta‐analysis in adults suffering from spinal cord injury. The study showed that subarachnoid or intravenous injection of MSCs into those patients, improved the overall spinal cord injury scale, sensory and bladder functions when compared with rehabilitation therapy alone. 22 It is postulated that MSCs rescue neural regeneration via their paracrine effects. In fetal MMC animal models, the cells were shown to modulate the neuroinflammatory response, exert neurotrophic effects and promote angiogenesis through the secretion of growth factors, cytokines and extracellular vesicles. 59 , 60
Although our findings are encouraging for clinical translation, further work is needed to determine the optimal source and dose of P‐MSCs with appropriate toxicology studies before moving to a phase 1 clinical trial of P‐MSCs as an adjunct to fetal surgery. Using autologous AF‐MSCs for clinical treatment is also a feasible option as the majority of MMC fetuses are diagnosed in the second trimester, and women who wish to proceed to fetal surgery are mandated to undergo an amniocentesis to determine fetal karyotype. 5 Hence, amniotic fluid would be available for MSC isolation in most cases. A recent review provides more details about the experiments in each study and comes to a similar conclusion. 61
Our systematic review is limited for two reasons. First, we only included studies published in English language which may omit eligible studies reported in other languages. Second, studies included in this review carry a high risk of bias due to lack of detail on randomization, allocation and treatment concealment and lastly selective outcome reporting. Although, the majority of included studies considered animal baseline characteristics, very few explicitly described the method of randomization and/or concealment applied in their studies. Furthermore, none of the studies provide adequate information on animal housing and further care. For this reason, we encourage authors to enhance the quality of their scientific reports by following the guidance of the ARRIVE guidelines. 29 Ultimately, as with all translational research, there is an inevitable risk that the benefits of stem cell application would be overestimated owing to publication bias.
6. CONCLUSIONS
Intra‐amniotic injection of allogeneic AF‐MSCs is safe and effective in inducing MMC defect coverage in small animal models; however, there are no data in large animal models. Transplantation of human P‐MSCs to the spinal cord of fetal lambs with MMC, as an adjunct to fetal surgery, is also safe and effective in enhancing lower limb motor function of newborn lambs after delivery.
Although our findings are encouraging for clinical translation, there are several concerns that needed to be addressed. Further work on neurological functional outcomes (beyond 24 h) after birth and the response of the fetal immune system to allogeneic stem cell transplantation should also be taken into consideration. Apart from that, an optimum stem cell source and an appropriate delivery device should be established before moving forward to clinical trial.
CONFLICT OF INTEREST
The authors declare that there is no conflict of interest.
Supporting information
ACKNOWLEDGEMENTS
We thank Heather Chesters for the contribution on search engine advice. Funded by Wellcome Trust. Grant Number: WT101957; Engineering and Physical Sciences Research Council (ESPRC). Grant Number: NS/A000027/1. Anna L. David is supported by the National Institute for Health Research (NIHR) University College London Hospitals Biomedical Research Centre (BRC). Paolo de Coppi is supported by the NIHR Great Ormond Street Hospital BRC. Mattia FM Gerli is supported by a H2020 Marie Sklodowska‐Curie Action Individual Fellowship.
DATA AVAILABILITY STATEMENT
The data that supports the findings of this study are available in the supplementary material of this article.
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Data Availability Statement
The data that supports the findings of this study are available in the supplementary material of this article.