Submitted:
06 October 2024
Posted:
07 October 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
Study Design, Type, and Location
Population and Sample
Inclusion and Exclusion Criteria
Sample Size Estimation
Sample Selection
Data Collection and Questionnaires
- Dependent variable: Neonatal mortality.
- Independent variables: Demographic and biological data, including gestational age, newborn sex, birth weight, Apgar score at one minute, Apgar score at five minutes, and neonate’s age.
- Socioeconomic factors: Maternal age, maternal parity, place of residence,
- Prenatal care and delivery: Type of delivery, place of delivery, number of prenatal visits, length of hospital stay.
- Exposures and health conditions: Maternal HIV status, breastfeeding, vaccinations, umbilical cord treatment.
Data Quality Assurance Techniques, Data Processing, and Analysis
Statistical Analysis
| Variable | Definition | Categorization |
|---|---|---|
| Gestational Age | The duration of pregnancy, expressed in completed weeks, calculated from the first day of the mother’s last menstrual period or confirmed by ultrasound. | According to WHO recommendations [27]: Preterm: Less than 37 weeks gestation. Term: Between 37 and 42 weeks gestation. Post-term: More than 42 weeks gestation. |
| Birth Weight | The weight of the newborn measured shortly after birth using a calibrated scale, recorded in grams. | Low Birth Weight: Less than 2500 grams; Appropriate Birth Weight: Between 2500 and 4000 grams; High Birth Weight: Above 4000 grams |
| Apgar Scores | Assessment of the newborn’s vital signs by a healthcare professional at the first and fifth minutes after birth. | Apgar ≥7: Adequate adaptation; Apgar <7: Requires additional attention |
| Neonate Age | The age of the newborn calculated in complete days from the exact date and time of birth. | ≤ 7 days (Early neonatal); 8 – 28 days (Late neonatal). |
| Maternal Age | The age of the mother at the time of delivery. | <20 years; 20–35 years; ≥ 35 years |
| Maternal Parity | Number of previous pregnancies lasting more than 20 weeks, including the current delivery [28]. | Less than 3 previous pregnancies; Three or more previous pregnancies |
| Place of Residence | The geographical location where the mother resides, as defined by official administrative boundaries. | Rural or Urban |
| Type of Delivery | Method used for the baby’s delivery. | Normal (Vaginal) or Cesarean |
| Place of Delivery | Setting where the baby’s birth occurs. | Hospital or Home |
| Number of Antenatal Visits | The total number of prenatal care visits attended by the mother during pregnancy, with the WHO recommending a minimum of four visits for adequate care. | < 4 visits (inadequate); ≥ 4 visits (adequate) |
| Maternal HIV Status | Presence or absence of HIV infection in the mother during pregnancy. Determined by specific laboratory tests during pregnancy or before delivery. | HIV positive: Presence of HIV infection in the mother during pregnancy; HIV negative: Absence of HIV infection in the mother during pregnancy |
| Breastfeeding | Practice of exclusively feeding the newborn with breast milk in the first months of life. | (Yes/No) |
| Vaccinations | The record of administration of vaccines recommended by national and international health guidelines during pregnancy and for the newborn. | Received: Record of administration of recommended vaccines for the newborn; Not received: Absence of record of administration of recommended vaccines |
| Umbilical Cord Care | The practice and technique used for the care of the umbilical cord stump after birth, including cleaning and monitoring to prevent infection. | Appropriate (The use of antiseptics, such as 70% ethyl alcohol) or Inappropriate (The application of substances like salt, palm oil, clay, leaves, and other non medical materials). |
3. Results
Sample Characterization
| ICD-10 Diagnosis | Diagnosis | Case n (%) | Control n (%) | Total n (%) | PMR |
|---|---|---|---|---|---|
| A33 | Neonatal tetanus | 35 (33.0) | 18 (8.5) | 53 (16.7) | 33.0 |
| P07 | Prematurity | 19 (17.9) | 22 (10.4) | 41 (12.9) | 17.9 |
| P21-P24 | Birth complications (perinatal asphyxia, trauma, meconium aspiration) | 7 (6.6) | 8 (3.8%) | 15 (4.7) | 6.6 |
| Q00-Q99 | Congenital malformations (cardiac, chromosomal, Central Nervous System ) | 18 (17.0) | 70 (33.0) | 88 (27.7) | 17.0 |
| P36 | Neonatal sepsis | 12 (11.3) | 33 (15.6) | 45 (14.1) | 11.3 |
| P59 | Neonatal jaundice | 4 (3.8) | 30 (14.2) | 34 (10.7) | 3.8 |
| P61 | Anaemia | 4 (3.8) | 7 (3.3) | 11 (3.5) | 3.8 |
| Others | (encephalopathy, surgical abdomen, arthritis, cellulitis, haemorrhages, meningitis, pneumonia) | 7 (6.6) | 24 (11.3) | 31 (9.7) | 6.6 |
| Total | 106 (100) | 212 (100) | 318 (100) | 100 |
| Variable | Cases (number/%) | Controls (number/%) | OR (95% CI) |
|---|---|---|---|
| Gender | |||
| Male | 45(42.5) | 90(42.5) | 1,0(0.6-1.6) |
| Female | 61(57.5) | 122(57.5) | 1 |
| Neonate’s age | |||
| ≤ 7 days | 49(46.2) | 79(37.3) | 1.5(0.9-2.3) |
| 8 -28 days | 57(53.8) | 133(62.7) | 1 |
| Gestational age | |||
| Preterm | 28(26.4) | 37(17.5) | 1.7(1.0-30) |
| Term | 76(71.7) | 170(80.2) | 1 |
| Post-Term | 2(1.9) | 5(2.3) | 0.9(0.2-4.7) |
| Birth weight | |||
| Low Birth Weight | 42(39.6) | 59(27.8) | 1.6(1.0-2.7) |
| Normal Birth Weight | 61(57.6) | 140(66.1) | 1 |
| Macrosomia | 3(2.8) | 13(6.1) | 0.5(0.1-1.9) |
| 1st minute Apgar | |||
| < 7 | 35(33.0) | 42(19,8) | 2(1.2-3.4) |
| ≥ 7 | 71(67.0) | 170(80.2) | 1 |
| 5th minute Apgar | |||
| < 7 | 11(10.4) | 15(7,7) | 1.5(0.6-3.4) |
| ≥ 7 | 95(89.6) | 197(92,3) | 1 |
| Variable | Cases (number/%) | Controls (number/%) | OR (95% CI) |
|---|---|---|---|
| Maternal age | |||
| <20 years | 60(56.6) | 56(26.4) | 3.5(2.1-5.8) |
| 20–35 years | 41(38.7) | 133(62.7) | 1 |
| ≥ 35 years | 5(4.7) | 23(10.8) | 0.7(0.3-2) |
| Maternal parity | |||
| ≤ 3 | 97(91.5) | 175(82.5) | 1 |
| ≥ 4 | 9(8.5) | 37(17.5) | 2.3(1.1- 4.9) |
| Place of residence | |||
| Urban | 100(94.3) | 184(86.8) | 1 |
| Rural | 6(5.7) | 28(13.2) | 2.5(1.1 -6.3) |
| Variable | Cases (number/%) | Controls (number/%) | OR (95% CI) |
|---|---|---|---|
| Type of delivery | |||
| - Cesarean | 8(7.5) | 14(6.6) | 1.2 (0.5-2.8) |
| - Vaginal | 98(92.5) | 198(93.4) | 1 |
| Place of delivery | |||
| - Home | 50(47.2) | 75(35.4) | 1.6(1-2.6) |
| - Hospital | 56(52.8) | 137(64.6) | 1 |
| Number of prenatal visits | |||
| < 4 | 70(66.0) | 141(66.5) | 1.0(0.6-1.6) |
| ≥ 4 | 36(34.0) | 71(33.5) | 1 |
| Length of hospital stay | |||
| ≤48 h | 17(16.0) | 12(5.7) | 3.1(1.5-6.9) |
| >48 h | 89(84.0) | 200(94.3) | 1 |
| Variable | Cases (number/%) | Controls (number/%) | OR (95% CI) |
|---|---|---|---|
| Mother HIV status | |||
| - Yes | 6(5.7) | 5(2.4) | 2.5(0.7-8.3) |
| - No | 100(94.3) | 207(97.6) | 1 |
| Breastfeeding | |||
| - No | 6(5.7) | 3(1.4) | 4.2(1.0-17.1) |
| - Yes | 100(94.3) | 209(98.6) | 1 |
| Vaccinations | |||
| - No | 55(51.9) | 79(37.3) | 1.8(1.1-2.9) |
| - Yes | 51(48.1) | 133(62.7) | 1 |
| Umbilical cord treatment | |||
| -Not correct | 57(53.8) | 78(36.8) | 2(1.2-3.2) |
| - Correct | 49(46.2) | 134(63.2) | 1 |
| B | S.E. | Wald | df | Sig. | Exp(B) | 95% C.I. for EXP(B) | |||
|---|---|---|---|---|---|---|---|---|---|
| Lower | Upper | ||||||||
| Step1a | Maternal age | 26,814 | 2 | ,000 | |||||
| <20 years | 1,246 | ,258 | 23,361 | 1 | ,000 | 3,476 | 2,097 | 5,760 | |
| ≥ 35 years | -,349 | ,525 | ,443 | 1 | ,506 | ,705 | ,252 | 1,972 | |
| Constant | -1,177 | ,179 | 43,398 | 1 | ,000 | ,308 | |||
| Step 2b | Apgar at 1 minute(< 7) | ,841 | ,287 | 8,599 | 1 | ,003 | 2,319 | 1,322 | 4,068 |
| Maternal age | 28,457 | 2 | ,000 | ||||||
| <20 years | 1,329 | ,265 | 25,128 | 1 | ,000 | 3,776 | 2,246 | 6,349 | |
| ≥ 35 years | -,311 | ,531 | ,342 | 1 | ,558 | ,733 | ,259 | 2,075 | |
| Constant | -1,434 | ,207 | 48,147 | 1 | ,000 | ,238 | |||
| Step 3c | Apgar at 1 minute (< 7) | ,860 | ,290 | 8,787 | 1 | ,003 | 2,364 | 1,338 | 4,176 |
| Maternal age | 26,853 | 2 | ,000 | ||||||
| <20 years | 1,324 | ,269 | 24,289 | 1 | ,000 | 3,759 | 2,220 | 6,366 | |
| ≥ 35 years | -,193 | ,535 | ,131 | 1 | ,718 | ,824 | ,289 | 2,350 | |
| Length of hospital stay(≤48 h) | 1,108 | ,425 | 6,797 | 1 | ,009 | 3,028 | 1,317 | 6,965 | |
| Constant | -1,558 | ,217 | 51,753 | 1 | ,000 | ,211 | |||
| Step 4d | Apgar at 1 minute (< 7) | ,902 | ,293 | 9,469 | 1 | ,002 | 2,464 | 1,387 | 4,375 |
| Maternal age | 23,812 | 2 | ,000 | ||||||
| <20 years | 1,267 | ,271 | 21,796 | 1 | ,000 | 3,550 | 2,086 | 6,042 | |
| ≥ 35 years | -,142 | ,539 | ,070 | 1 | ,792 | ,867 | ,301 | 2,497 | |
| Length of hospital stay(≤48 h) | 1,079 | ,424 | 6,460 | 1 | ,011 | 2,941 | 1,280 | 6,756 | |
| Umbilical cord treatment( Not correct) | ,578 | ,260 | 4,928 | 1 | ,026 | 1,782 | 1,070 | 2,969 | |
| Constant | -1,811 | ,252 | 51,477 | 1 | ,000 | ,163 | |||
| Step 5e | Apgar at 1 minute (< 7) | ,852 | ,297 | 8,252 | 1 | ,004 | 2,344 | 1,311 | 4,191 |
| Maternal age | 25,040 | 2 | ,000 | ||||||
| <20 years | 1,326 | ,275 | 23,175 | 1 | ,000 | 3,764 | 2,194 | 6,458 | |
| ≥ 35 years | -,087 | ,539 | ,026 | 1 | ,872 | ,917 | ,319 | 2,637 | |
| Place of residence(Rural) | -,959 | ,488 | 3,857 | 1 | ,050 | ,383 | ,147 | ,998 | |
| Length of hospital stay(≤48 h) | 1,016 | ,429 | 5,608 | 1 | ,018 | 2,763 | 1,191 | 6,408 | |
| Umbilical cord treatment( Not correct) | ,567 | ,263 | 4,663 | 1 | ,031 | 1,763 | 1,054 | 2,949 | |
| Constant | -1,723 | ,255 | 45,689 | 1 | ,000 | ,179 | |||
| Step 6f | Apgar at 1 minute (< 7) | ,958 | ,304 | 9,923 | 1 | ,002 | 2,607 | 1,436 | 4,731 |
| Maternal age | 24,314 | 2 | ,000 | ||||||
| <20 years | 1,321 | ,278 | 22,566 | 1 | ,000 | 3,746 | 2,172 | 6,459 | |
| ≥ 35 years | -,072 | ,540 | ,018 | 1 | ,894 | ,930 | ,323 | 2,679 | |
| Place of residence(Rural) | -1,024 | ,492 | 4,339 | 1 | ,037 | ,359 | ,137 | ,941 | |
| Place of delivery (Home) | ,570 | ,274 | 4,327 | 1 | ,038 | 1,769 | 1,034 | 3,027 | |
| Length of hospital stay(≤48 h) | 1,026 | ,438 | 5,488 | 1 | ,019 | 2,791 | 1,183 | 6,587 | |
| Umbilical cord treatment( Not correct) | ,498 | ,266 | 3,498 | 1 | ,061 | 1,646 | ,976 | 2,775 | |
| Constant | -1,944 | ,282 | 47,490 | 1 | ,000 | ,143 | |||
| a. Variables included in step 1: maternal age; b. Variables included in step 2: APGAR at 1 minute; c. Variables included in step 3: Length of hospital stay; d. Variables included in step 4: umbilical cord treatment; e. Variables included in step 5: place of residence; f. Variables included in step 6: place of delivery. | |||||||||
4. Discussion
Limitations
5. Conclusions
5. Recommendations
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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