Distribution of semen examination results 2020 – A follow up of data collated for the WHO semen analysis manual 2010
Open accessAbstract
Background: It is now 11 years since publication of the WHO 2010 guidelines for semen assessment values, and it is critical to determine whether they are still valid and/or whether they should be modified. Objectives: To utilise data published since 2010 and combine these with data used in the 2010 assessment to provide an updated and more comprehensive representation of the fertile man. This may be utilised to present an updated distribution of values for use by WHO in 2021. Materials and Methods: Two specific analyses were performed namely, (1) Analysis 1: Examination of published data following publication of WHO 2010 [termed 2010–2020 data]. (2) Analysis 2: Examination of the data used to help formulate the 2010 distribution of values combined with the data from Analysis (1) [termed WHO 2020]. Results: In total, data from more than 3500 subjects, from twelve countries and five continents were analysed. The 5 th centile values for concentration, motility and morphology are: 16 × 10 6/ml, 30% progressive motility [42% total motility] and 4% normal forms. Discussion: This study presents substantial additional information to establish more comprehensive and globally applicable lower reference values for semen parameters for fertile men although they do not represent distinct limits between fertile and subfertile men. There are still data missing from many countries and, some geographical regions are not represented. Moreover, the number of subjects although significant is still relatively low (<4000). Conclusion: These distributions of values now include semen analysis providing a more global representation of the fertile man. Increasing the number of subjects provides robust information that is also more geographically representative.
AI snapshot
Written from the paper’s full text.
TL;DR
This follow-up combined published post-2010 semen data from fertile men with data used for the WHO 2010 reference values to update distributions. The updated 5th centiles were similar to WHO 2010: 16 × 10⁶/ml sperm concentration, 30% progressive motility [42% total motility], and 4% normal forms.
Key findings
- Analysis 1 (2010–2020 data) included up to 1789 subjects from Africa, Asia, and Europe; 5th centiles were 18 × 10⁶/ml for concentration (95% CI 15–20), 27% progressive motility (95% CI 26–30) [43% total motility, 95% CI 40–45], and 4% normal forms (95% CI 3.1–4.0).
- Analysis 2 (WHO 2020) combined data for up to 3589 subjects from twelve countries and five continents; 5th centiles were 16 × 10⁶/ml for concentration (95% CI 15–18), 30% progressive motility (95% CI 29–31) [42% total motility, 95% CI 40–43], and 4% normal forms (95% CI 3.9–4.0).
- For comparison, WHO 2010 5th centiles were 15 × 10⁶/ml, 32% progressive motility [40% total motility], and 4% normal forms; the authors state the 5th centiles are not noticeably different and appear relatively robust.
- The authors note the 16 × 10⁶/ml 5th centile is reasonably consistent with historical studies, including MacLeod and Gold 1951 where 5% of 1000 fertile men had sperm concentrations less than 20 × 10⁶/ml, and Naghma-E-Rehan et al. where 7% of 1300 fertile men had less than 20 million/ml; they suggest the 5th centile for fertile men is realistically between 15–20 million/ml.
Methods
- Two analyses were performed: Analysis 1 reviewed published data from 1 January 2010 to 30 April 2020 on fertile men who achieved natural pregnancy with known TTP ≤12 months and abstinence of 2–7 days; infertility clinic/fertility assessment patients were excluded. Data from five published studies were supplied after exclusions, yielding up to 1789 subjects; data were collated in Microsoft Excel and analyzed with SPSS v25.
- Analysis 2 combined the dataset used to help formulate WHO 2010 values—obtained from the editorial team of the sixth edition of the WHO laboratory manual and filtered to confirmed TTP ≤12 months and abstinence 2–7 days—with Analysis 1 data, yielding up to 3589 subjects.
- Only studies citing WHO 2010 methods and providing some detail of adherence were included; morphology data from Aboutorabi et al. were excluded as not compliant with WHO 2010, and vitality assessments were available only from selected studies. The combined data are freely available at https://doi.org/10.15132/10000163.
Limitations
- The paper states that relatively few studies were identified from 2010 onwards; some were excluded because methods were not WHO-recommended (e.g., the LIFE Study posted samples and analyzed them the following day), 167 studies lacked key details such as TTP, and some data could not be obtained (e.g., Tang L-X et al. because the main author was deceased; Punab et al. because data were not released).
- The paper states that data are still missing from many countries and some regions are not represented (e.g., South America); only one African country (Egypt) is included, which is unlikely to represent the whole continent, and the number of subjects, although significant, is still relatively low (<4000).
- The paper states that the WHO 2010 dataset is not publicly available, there is no independent analysis of it, it is unclear exactly which studies/subjects were used by Cooper et al., sample sizes differ slightly, and there is no way to verify whether the data obtained differed from the original; vitality was not available in the editorial board data. The text also makes evident that not all information was available for each subject.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
Statistics
Claims the paper makes
0 of 23 cited sources checked · 0 supported · 0 flagged
- Findingown data
In the WHO 2020 combined analysis, the 5th centile for progressive motility is 30% (42% total motility).
“The 5 th centile values for concentration, motility and morphology are: 16 × 10 6 /ml, 30% progressive motility [42% total motility] and 4% normal forms.”
- Also stated in: § 3 | Result s · plain
“The 5 th centiles for concentration, motility and morphology are: 16 × 10 6 /ml, 30% progressive motility [42% total motility] and 4% normal forms.”
Quote in the paperSubstantial claim - Also stated in: § 3 | Result s · plain
- Findingown data
In the WHO 2020 combined analysis, the 5th centile for normal forms is 4%.
“The 5 th centile values for concentration, motility and morphology are: 16 × 10 6 /ml, 30% progressive motility [42% total motility] and 4% normal forms.”
- Also stated in: § 3 | Result s · plain
“The 5 th centiles for concentration, motility and morphology are: 16 × 10 6 /ml, 30% progressive motility [42% total motility] and 4% normal forms.”
Quote in the paperSubstantial claim - Also stated in: § 3 | Result s · plain
- Findingnone given
The number of subjects, although significant, is still relatively low (<4000).
“Moreover, the number of subjects although significant is still relatively low (<4000).”
- Also stated in: § 4 | DISCUSS ION · plain
“Lastly, the number of subjects, although significant, is still relatively low (<4000).”
Quote in the paperNot a substantial claim - Also stated in: § 4 | DISCUSS ION · plain
- Findingreasoning
In 167 studies, key details such as TTP of the fertile cohort could not be determined.
“In 167 studies, we could not determine key details e.g.TTP of the fertile cohort, as this was outwith the study design.”
Quote in the paperNot a substantial claim - Findingcitation
The 5th centiles in WHO 2020 are not noticeably different from those of WHO 2010.
“The 5 th centiles are not noticeably different from those of WHO 2010 1 giving confidence that such values are relatively robust.”
- Also stated in: § 4 | DISCUSS ION · plain
“What is reassuring about the recent and combined analysis was that the 5 th centiles were similar to WHO 2010.1,2”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [1]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Also stated in: § 4 | DISCUSS ION · plain
- Findingown data
In the WHO 2020 combined analysis, the 5th centile for sperm concentration is 16 × 10^6/ml.
“The 5 th centile values for concentration, motility and morphology are: 16 × 10 6 /ml, 30% progressive motility [42% total motility] and 4% normal forms.”
- Also stated in: § 3 | Result s · plain
“The 5 th centiles for concentration, motility and morphology are: 16 × 10 6 /ml, 30% progressive motility [42% total motility] and 4% normal forms.”
Quote in the paperSubstantial claim - Also stated in: § 3 | Result s · plain
- Findingown data
Data is only available for one African country (Egypt).
“What is more, data is only available for one African country (Egypt) which is unlikely to be representative of the whole continent.”
Quote in the paperNot a substantial claim - Interpretationcitation
Reference values for a specified population (here fertile men) are not, and never will be, clear delineations of fertile and infertile men.
“as noted by MacLeod and Gold 16 there is substantial overlap between fertile and subfertile populations and thus reference values for a specified population (here fertile men) are not, and never will be, clear delineations of fertile and infertile men.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites MacLeod and Gold 16
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
The WHO 2010 reference ranges were based on a relatively limited range of subjects, between 428 (for vitality) and 1941 (for semen volume).
“For example, there was a relatively limited range of subjects to formulate the WHO 2010 reference ranges -between 428 (for vitality) and 1941 (for semen volume).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [1]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
The WHO 2010 reference values were defined from a population-based analysis of fertile men with current or formerly pregnant partners and a known Time to Pregnancy up to and including 12 months.
“These were defined from a population-based analysis of fertile men namely those with current or formerly pregnant partners with a known Time to Pregnancy (TTP) up to and including 12 months.2”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [2]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationcitation
The 5th centile for sperm concentration of 16 million/ml is reasonably consistent with original studies presented over 70 years ago from MacLeod and Gold 1951, where 5% of 1000 fertile men had sperm concentrations less than 20 × 10^6/ml.
“Moreover, the sperm concentration of 16 million/ml (5 th centile) is reasonably consistent with the original studies presented over 70 years ago from MacLeod and Gold 1951 16 where 5% of 1000 fertile men had sperm concentrations less than 20 × 10 6 /ml.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites MacLeod and Gold 1951 16
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
In the analysis of Naghma-E-Rehan et al., 7% of 1300 fertile men had a sperm concentration less than 20 million/ml.
“For example, in the analysis of Naghma-E-Rehan et al., 18 7% of 1300 fertile men had a sperm concentration less than 20 million/ml.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Naghma-E-Rehan et al., 18
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The data from one African country (Egypt) is unlikely to be representative of the whole African continent.
“What is more, data is only available for one African country (Egypt) which is unlikely to be representative of the whole continent.”
Quote in the paperSubstantial claim - Interpretationcitation
The 5th centile for fertile men is realistically between 15-20 million/ml.
“Suffice it to say we can suggest that, using these studies as benchmarks over the last 70 years, the 5 th centile for fertile men is realistically between 15-20 million/ml.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites MacLeod and Gold 1951 16
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Naghma-E-Rehan et al., 18
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
There is substantial overlap between fertile and subfertile populations.
“as noted by MacLeod and Gold 16 there is substantial overlap between fertile and subfertile populations and thus reference values for a specified population (here fertile men) are not, and never will be, clear delineations of fertile and infertile men.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites MacLeod and Gold 16
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
The 5th centile values for semen parameters are relatively robust.
“The 5 th centiles are not noticeably different from those of WHO 2010 1 giving confidence that such values are relatively robust.”
Quote in the paperSubstantial claim
- May combine two claims. 13
- Classified as probably not a substantial claim. 5
May combine two claims.
Findingown dataSince 2010, seven published studies were identified as potentially suitable for detailed assessment, and data was supplied from five published studies.
“Since 2010, seven published studies have been identified as potentially suitable for detailed assessment.Data was kindly supplied from five published studies [4][5][6][7][8] (Table 1).”
Quote in the paperSubstantial claim0 of 5 sources checked- cites [4]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [5]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [6]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [7]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [8]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataThere are still data missing from many countries and some geographical regions are not represented.
“There are still data missing from many countries and, some geographical regions are not represented.”
- Also stated in: § 4 | DISCUSS ION · plain
“Secondly, there are still data missing from many countries and, some geographical regions are not represented e.g.South America.”
Quote in the paperSubstantial claim- Also stated in: § 4 | DISCUSS ION · plain
May combine two claims.
FindingreasoningSome data could not be obtained, for example data from Tang L-X et al. was not available as the main author was deceased, and Punab et al. data was not released by the author.
“Moreover, even where data was originally indicated as potentially appropriate some data could unfortunately not be obtained e.g.data from Tang L-X et al., 11 was not available as the main author was deceased, in the case of Punab et al. 12 data was not released by the author.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [11]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [12]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataThe WHO 2020 combined dataset comprises up to 3589 subjects from five continents (Africa, Oceania, Americas, Asia and Europe).
“This combined data set presents a total of up to 3589 subjects, and incorporates data from five continents Africa, Oceania, Americas, Asia and Europe.”
- Also stated in: § 3 | Result s · plain
“which resulted in up to 3589 subjects for analysis (Analysis 2: WHO 2020).”
Quote in the paperNot a substantial claim- Also stated in: § 3 | Result s · plain
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Findingnone givenThe dataset used to formulate the WHO 2010 reference values is not publicly available.
“Firstly, the dataset used to formulate the WHO 2010 reference values is not publicly available.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenRelatively few studies were identified from 2010 onwards.
“Firstly, it was surprising that relatively few studies were identified from 2010 onwards.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe distribution of semen assessment values now includes results from more than 3500 subjects, from twelve countries and five continents, providing a more global representation of the fertile man.
“In summary, the distribution of semen assessment values now includes results from more than 3500 subjects, from twelve countries and five continents, providing a more global representation of the fertile man.”
- Also stated in: § Abstract · plain
“These distributions of values now include semen analysis providing a more global representation of the fertile man.”
Quote in the paperSubstantial claim- Also stated in: § Abstract · plain
May combine two claims.
Findingown dataThe Analysis 1 (2010-2020) dataset comprises up to 1789 subjects from three continents (Africa, Asia and Europe).
“The new data set presents a total of up to 1789 subjects, and incorporates data from three continents Africa, Asia and Europe.”
- Also stated in: § 3 | Result s · plain
“up to 1789 subjects were analysed (Analysis 1: 2010-2020).”
Quote in the paperNot a substantial claim- Also stated in: § 3 | Result s · plain
May combine two claims.
PremisecitationThe 5th centiles were presented as the lower reference values in WHO 2010 and have been ubiquitously used in the literature and clinical practice.
“The 5 th centiles were presented as the lower reference values 1,2 and, as expected, these have been ubiquitously used in the literature and clinical practice.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites [1]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [2]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
InterpretationreasoningIncreasing the number of subjects provides robust information that is also more geographically representative.
“Increasing the number of subjects provides robust information that is also more geographically representative.”
- Also stated in: § 4 | DISCUSS ION · plain
“Increasing the number of subjects provides robust information that is also more geographically representative.”
Quote in the paperSubstantial claim- Also stated in: § 4 | DISCUSS ION · plain
May combine two claims.
Study design and conductcitationSome studies were excluded as the methods used were not those recommended by WHO, for example the LIFE Study where semen samples were posted and analysed the following day.
“Additionally, some were excluded as the methods used were not those recommended by WHO e.g.'Semen Quality and Time-to-Pregnancy, the LIFE Study', 10 whereby semen samples were posted and analysed the following day.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [10]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationThe 5th centiles in WHO 2010 are 15 × 10^6/ml for concentration, 32% progressive motility [40% total motility] and 4% normal forms.
“For comparison the 5 th centiles in WHO 2010 1 are 15 × 10 6 /ml, 32% progressive motility [40% total motility] and 4% normal forms.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites WHO 2010 1
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Study design and conductown dataFive studies documented using WHO 2010 standards for assessment, but the morphology assessment by Aboutorabi et al. was not compliant with WHO 2010 and was excluded.
“Five studies documented using WHO standards for assessment (WHO 2010) however the morphology assessment by Aboutorabi et al. 5 was not compliant with WHO 2010 and therefore has been excluded.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [5]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationThere was no data from Africa or China in the WHO 2010 reference ranges.
“Moreover, a more global representation is required as there was no data from, for example, Africa or China.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [1]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationThe methodologies described in the 5th edition of the WHO manual provided guidance on quality control and quality assurance.
“The methodologies as described in the 5 th edition of the WHO 1 manual provided guidance on quality control and quality assurance.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites WHO 1
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductnone givenThe data was edited to include only semen analysis results with a confirmed TTP ≤ 12 months and an abstinence range of 2 but no more than 7 days.
“Moreover, we edited the data, where appropriate, to include only those semen analysis results with a confirmed TTP ≤ 12 months and an abstinence range of 2 but no more than 7 days”
Quote in the paperSubstantial claim
The authors state this as an assumption.
When semen analysis was performed according to the 5th edition of the WHO laboratory manual, compliance to these procedures was assumed.
“When semen analysis was performed according to 5 th edition of WHO laboratory manual compliance to these procedures was assumed.”
The paper relies on this without support.
The dataset obtained from the editorial team of the sixth edition of the WHO laboratory manual is sufficiently equivalent to the dataset used to formulate the WHO 2010 reference values for the combined analysis.
“The dataset used to help formulate the WHO 2010 distribution of values was obtained from the editorial team of the sixth edition of the upcoming 'WHO laboratory manual for the examination and processing of human semen' .This data was examined and prepared to include only those semen analysis results with a confirmed TTP ≤ 12 months and a sexual abstinence range between 2 and 7 days.”
“The distribution of values in this data set for 2010, when analysed from the data provided, are not exactly the same as reported by Cooper et al. 2 We can only speculate as to why this is so.”
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Semen Parameters in Norwegian Fertile Men
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“…Yes Iran, Asiaa 168 Aboutorabi et al. (2018)5 Yes Egypt, Africa 240 Zedan et al. (2017)6 Yes China, Asia 1200 Tang et al. (2015)7 Yes Greece, Europe 76 Evgeni et al. (2015)8 Yes Subjects used in WHO 2010 Australia, Oceania 206 Stewart et al. (2009)19 Yesb Norway, Europe 82 Haugen et al. (2006)20…”
The reference values for semen parameters of 1213 fertile men in Guangdong Province in China
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Evaluation of reference values of standard semen parameters in fertile Egyptian men
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“…subjects Reference to publication containing data Data obtained New subjects since WHO 2010 Italy, Europe 105 Lotti et al. (2020)4 Yes Iran, Asiaa 168 Aboutorabi et al. (2018)5 Yes Egypt, Africa 240 Zedan et al. (2017)6 Yes China, Asia 1200 Tang et al. (2015)7 Yes Greece, Europe 76 Evgeni et al.…”
Background[Semen quality of normal fertile men].
Tang, L., Wang, Q., Tang, Y.-G., Jiang, F., Wang, L., & Huang, J. (2013) · PubMed · Cited by 2 · see citing works
Flagged first, then by citations
2 of the 28 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- WHO, 2010, WHO laboratory manual for the examination and processing of human semen
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Sorted by citations
The Sixth Edition of the WHO Manual for Human Semen Analysis: A Critical Review and SWOT Analysis
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“Hence, the new 6th Edition combined data of the previous 5th Edition and additional new data of fertile men, whose partners had a time to pregnancy ≤12 months, collected between 2010 and 2020 [18].”
Updates to Male Infertility: AUA/ASRM Guideline (2024)
Brannigan, R. E., Hermanson, L., Kaczmarek, J., Kim, S. K., Kirkby, E., & Tanrikut, C. (2024) · Journal of Urology · doi:10.1097/ju.0000000000004180 · Cited by 189 · see citing works
Evolution of the WHO “Semen” processing manual from the first (1980) to the sixth edition (2021)
Wang, C., Mbizvo, M. T., Festin, M., Björndahl, L., & Toskin, I. (2022) · Fertility and Sterility · doi:10.1016/j.fertnstert.2021.11.037 · Cited by 97 · see citing works
Self-citationSpatiotemporal trends in human semen quality
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Self-citationFrequency, morbidity and equity — the case for increased research on male fertility
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“A fundamental consideration when analysing results from a semen analysis is that the WHO set the lower 5th percentile of whole-population levels as the level under which semen composition is classified as abnormal 20 .”
InfluentialSelf-citationEvolution of the World Health Organization semen analysis manual: where are we?
Esteves, S. C. (2022) · Nature Reviews Urology · doi:10.1038/s41585-022-00593-2 · Cited by 72 · see citing works
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The influence of lead exposure on male semen parameters: A systematic review and meta-analysis
Giulioni, C., Maurizi, V., Stefano, V. D., et al. (2023) · Reproductive Toxicology · doi:10.1016/j.reprotox.2023.108387 · Cited by 35 · see citing works
Improving standard practices in studies using results from basic human semen examination
Björndahl, L., Esteves, S. C., Ferlin, A., Jørgensen, N., & O’Flaherty, C. (2023) · Andrology · doi:10.1111/andr.13504 · Cited by 35 · see citing works
Self-citationPerspectives on biomarkers of reproductive aging for fertility and beyond
Wang, S., Ren, J., Jing, Y., Qu, J. T., & Liu, G. (2024) · Nature Aging · doi:10.1038/s43587-024-00770-5 · Cited by 34 · see citing works
Can semen parameters predict pregnancy outcomes?
Lamb, D. J., & Marinaro, J. A. (2023) · Fertility and Sterility · doi:10.1016/j.fertnstert.2023.06.035 · Cited by 30 · see citing works
Idiopathic male infertility – what are we missing?
Boeri, L., Kandil, H., & Ramsay, J. W. A. (2024) · Arab Journal of Urology · doi:10.1080/20905998.2024.2381972 · Cited by 29 · see citing works
“To ensure consistency and accuracy, the analysis should adhere to the latest WHO criteria reported on the Laboratory Manual for the Examination and Processing of Human Semen (6th edition) [33].”
Pozzi, E., Boeri, L., Candela, L., Capogrosso, P., Cazzaniga, W., Fallara, G., Cignoli, D., Belladelli, F., Cornelius, J., Abbate, C., et al. (2021) · Andrology · doi:10.1111/andr.13071 · Cited by 32 · see citing works
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Wang, C., Meriggiola, M. C., Amory, J. K., Barratt, C. L. R., Behre, H. M., Bremner, W. J., Ferlin, A., Honig, S. C., Kopa, Z., Lo, K. C., et al. (2023) · Andrology · doi:10.1111/andr.13525 · Cited by 29 · see citing works
Self-citationSperm motility assessed by deep convolutional neural networks into WHO categories
Haugen, T. B., Witczak, O., Hicks, S. A., Björndahl, L., Andersen, J. M., & Riegler, M. A. (2023) · Scientific Reports · doi:10.1038/s41598-023-41871-2 · Cited by 26 · see citing works
“(4) DCNN-predicted values were compared to manual results.”
ResultSelf-citationTemporal Trend of Conventional Sperm Parameters in a Sicilian Population in the Decade 2011–2020
Cannarella, R., Condorelli, R. A., Gusmano, C., et al. (2021) · Journal of Clinical Medicine · doi:10.3390/jcm10050993 · Cited by 24 · see citing works
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Zhang, J., Kanoatov, M., Jarvi, K. A., Gauthier-Fisher, A., Moskovtsev, S. I., Librach, C. L., & Drabovich, A. P. (2023) · Molecular & Cellular Proteomics · doi:10.1016/j.mcpro.2023.100556 · Cited by 17 · see citing works
Clinical Interpretation of Semen Analysis
Krausz, C. G., & Farnetani, G. (2022) · Springer eBooks · doi:10.1007/978-3-031-11701-5_13 · Cited by 17 · see citing works
Small Non-Coding RNAs in Male Reproduction
Olotu, O., Ahmedani, A., & Kotaja, N. (2023) · Seminars in Reproductive Medicine · doi:10.1055/s-0044-1779726 · Cited by 16 · see citing works
“141 Male infertility is diagnosed when semen parameters fall below the World Health Organization (WHO) reference values 142 ; however, etiology remains unde fi ned for most men with infertility.”
BackgroundOluwayiose, O. A., Houle, E., Whitcomb, B. W., Suvorov, A., Rahil, T., Sites, C. K., Krawetz, S. A., Visconti, P. E., & Pilsner, J. R. (2023) · Frontiers in Cell and Developmental Biology · doi:10.3389/fcell.2023.1174211 · Cited by 14 · see citing works
“The diagnosis of couple infertility involves the evaluation of both male and female factors (Smith et al., 2003; Wright et al., 2003; Campbell et al., 2021).”
BackgroundEvgeni, E., Sabbaghian, M., Saleh, R. A., Gül, M., Vogiatzi, P., Durairajanayagam, D., Jindal, S. K., Parmegiani, L., Boitrelle, F., Colpi, G. M., et al. (2023) · Panminerva Medica · doi:10.23736/s0031-0808.23.04836-x · Cited by 13 · see citing works
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Feferkorn, I., Azani, L., Kadour‐Peero, E., Hizkiyahu, R., Shrem, G., Salmon‐Divon, M., & Dahan, M. H. (2022) · Fertility and Sterility · doi:10.1016/j.fertnstert.2022.05.037 · Cited by 12 · see citing works
Insecticides and testicular health: mechanisms of injury and protective natural products
Darwish, S. F., Moustafa, Y. M., Mageed, S. S. A., Hassan, G. S., Mangoura, S. A., Aly, S. H., Mansour, M. A., Raouf, A. A., Sallam, A.-A. M., Fawzi, S. F., et al. (2025) · Naunyn-Schmiedeberg s Archives of Pharmacology · doi:10.1007/s00210-025-04016-y · Cited by 12 · see citing works
“Other studies showed that the average sperm motility was 40% lower in exposed males than in fertile unexposed ones (Hu et al. 2020; Campbell et al. 2021).”
The ratio of 2nd to 4th digit length and reproductive function of infertile male patients
Uchida, M., Iwamoto, T., Yamasaki, K., et al. (2023) · Reproductive Medicine and Biology · doi:10.1002/rmb2.12500 · Cited by 11 · see citing works
Necrozoospermia: The tree that hides the forest
Boursier, A., Dumont, A., Boitrelle, F., Prasivoravong, J., Lefebvre‐Khalil, V., Robin, G., & Barbotin, A. (2022) · Andrology · doi:10.1111/andr.13172 · Cited by 10 · see citing works
Role of Artificial Intelligence in Quality Assurance in ART: A Review
Khan, H. L., Khan, S., Bhatti, S., & Abbas, S. (2022) · Fertility & Reproduction · doi:10.1142/s2661318223300015 · Cited by 10 · see citing works
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Self-citationFeferkorn, I., Azani, L., Kadour‐Peero, E., Hizkiyahu, R., Shrem, G., Salmon‐Divon, M., & Dahan, M. H. (2021) · Andrology · doi:10.1111/andr.13150 · Cited by 8 · see citing works
Effect of Malignancy on Semen Parameters
Shrem, G., Azani, L., Feferkorn, I., Listovsky, T., Hussaini, S., Farber, B., Dahan, M. H., & Salmon‐Divon, M. (2022) · Life · doi:10.3390/life12060922 · Cited by 8 · see citing works
“15132/10000163, accessed on 17 February 2022 [27].”
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Hudson, B. C., & Cruz, T. D. (2024) · Forensic Sciences Research · doi:10.1093/fsr/owae022 · Cited by 6 · see citing works
“All subsequent testing utilized one-fourth of a foam swab, which should theoretically contain ∼ 6 000 to 19 000 sperm cells based on the average sperm counts in normal semen and the dilutions used herein [27–32].”
MethodWeibring, K., Lundberg, F. E., Cohn-Cedermark, G. E., & Rodriguez‐Wallberg, K. A. (2024) · Frontiers in Endocrinology · doi:10.3389/fendo.2024.1502479 · Cited by 6 · see citing works
Cinnamon-mediated nano emulsion and its cryogenic activity on ROS-affected human sperm—A short study
Ranganathan, P., Sridharan, T. B., Babujanarthanam, R., et al. (2024) · Toxicology Reports · doi:10.1016/j.toxrep.2024.101714 · Cited by 6 · see citing works
“Sterile containers were used to collect sperm cells, and the sperm were analysed according to World Health Organization guidelines [7].”
MethodLeilami, K., Zareie, A., Nouri, M., Bagheri, M., & Shirani, M. (2022) · International Journal of Reproductive BioMedicine (IJRM) · doi:10.18502/ijrm.v20i11.12360 · Cited by 6 · see citing works
Impaired Semen Quality in Patients with Chronic Prostatitis
Rosellen, J., Dittmar, F., Hauptmann, A., Thorsten Diemer, A., Schuppe, H.-C., Schagdarsurengin, U., Fritzenwanker, M., Wagenlehner, F. R. A., & Pilatz, A. M. E. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13102884 · Cited by 5 · see citing works
“In the study population, 7.4% showed a type IIIA chronic prostatitis while the majority of patients (92.6”
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Aisyah, C. R., Mizuno, Y., Masuda, M., Iwamoto, T., Yamasaki, K., Uchida, M., Kariya, F., Higaki, S., & Konishi, S. (2023) · Biological Trace Element Research · doi:10.1007/s12011-023-03868-w · Cited by 5 · see citing works
“Factors affecting male fertility are mostly evaluated using clinical analyses standardized by the World Health Organization (WHO), including conventional parameters, such as semen volume, sperm motility, morphology, and viability [6, 7].”
MethodRegulatory challenges of new male contraceptive methods
Sitruk-Ware, R. L., Soule, L., Jarow, J. P., & Odlind, V. (2024) · Andrology · doi:10.1111/andr.13720 · Cited by 5 · see citing works
Wang, C., Barratt, C. L. R., & Blithe, D. (2024) · Andrology · doi:10.1111/andr.13701 · Cited by 5 · see citing works
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“In accordance with the World Health Organization (WHO) standards [4], the sperm analysis can be evaluated based on sperm volume, sperm concentration, sperm motility, sperm morphology, and pH of sperm.”
MethodWeibring, K., Lundberg, F. E., Cohn-Cedermark, G. E., et al. (2024) · Journal of Adolescent and Young Adult Oncology · doi:10.1089/jayao.2024.0068 · Cited by 4 · see citing works
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Physical activity, sedentary time and sperm DNA fragmentation index in healthy Japanese men
Li, H., Hao, W., Maeda, E., Kumazawa, Y., Takahashi, K., Tanaka, T., Yokota, I., Terada, Y., Nomura, K., Okada, H., et al. (2025) · Reproductive BioMedicine Online · doi:10.1016/j.rbmo.2025.105015 · Cited by 3 · see citing works
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FEATURES OF SPERMOGRAM INDICATORS IN IDIOPATHIC INFERTILITY IN MEN
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Self-citationSperm Concentration and Total Sperm Count
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„Praktisches Spermiogramm“ – Ejakulatdiagnostik gemäß WHO
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Andrology laboratory technique for analysis of semen in men with azoospermia
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“14,18,32,33”
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Associative relationship between sperm motility, oxidative stress and cytokines
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Andrologische Diagnostik bei Fertilitätsstörungen
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“7,17 Such limits are certainly important for the interpretation of semen analysis results, but it has been put in question that the suggested reference limits should represent limits between fully fertile men and men with reduced potential for fertility.”
BackgroundSelf-citationReference values for human semen characteristics: A multicentre study in China
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“The results of semen tests performed at validated laboratories in line with the fifth edition manual were collected from more fertile men from more countries across five continents [ 18].”
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“The results showed that of the 75 men selected for further andrology profiling following WHO 2021, 35 men had uncontrolled systolic blood pressure and low testosterone levels [1].”
Diagnosis and Treatment of Primary, Secondary, and Functional Male Hypogonadism: A Narrative Review
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Mikro-TESE versus Standard-TESE: für welchen Patienten welches OP-Verfahren?
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“Beachtet werden sollte, dass das WHOHandbuch 2021 überarbeitet und die unteren Referenzwerte geringfügig angepasst wurden [3, 6].”
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The role of the World Health Organization in male contraceptive development
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Self-citationInfertility in Men in Relation to Their Birth Characteristics
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Interpreting Andrology Laboratory Results
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Self-citationThe effect of semen collection at home on intrauterine insemination outcomes
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L’interpretazione dell’analisi del liquido seminale alla luce del manuale WHO 2021 – VI edizione
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Andrologische Diagnostik bei Fertilitätsstörungen
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Self-citationL’interpretazione dell’analisi del liquido seminale alla luce del manuale WHO 2021, VI edizione
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MORPHO-FUNCTIONAL CHARACTERISTICS OF THE TESTICLES OF MEN WITH DIFFERENT FORMS OF PATHOSPERMIA
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Self-citationBilan paraclinique du couple infertile – versant masculin
Ferreux, L., & Chargui, A. T. (2023) · Elsevier eBooks · doi:10.1016/b978-2-294-77656-4.00011-4
Male Fertility Following Inguinal Hernia Repair
Balawender, K., & Pliszka, A. (2023) · IntechOpen eBooks · doi:10.5772/intechopen.1001953
Andrologie für die gynäkologische Praxis
Schuppe, H., & Köhn, F. (2023) · Springer eBooks · doi:10.1007/978-3-662-65371-5_6
The fertility evaluation of the male partner
Almajed, W., & Zini, A. S. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-85687-4.00028-2
Reference values for human semen characteristics: a multicentre study in China (Preprint)Preprint
Zhou, J., Wu, H., Dai, T., Wang, L., Cai, X., Yao, Y., Xu, T., Ni, H., Xiao, L., Li, Y., et al. (2023) · doi:10.2196/preprints.54290
Permatasari, S., Toepak, E. P., & Irmawan, M. (2024) · Pharmacy Education · doi:10.46542/pe.2024.246.5058
Evgeni, E., & Kothari, P. (2024) · Springer eBooks · doi:10.1007/978-3-031-55337-0_5
Fertilisierungsmöglichkeiten bei andrologischer Subfertilität
Kliesch, S., & Nordhoff, V. (2024) · Springer Reference Medizin · doi:10.1007/978-3-662-46764-0_94-1
Clinical Diagnosis of Leydig Cell Dysfunction
Swerdloff, R. S., & Wang, C. (2025) · Springer eBooks · doi:10.1007/978-3-031-96376-6_16
- Authors
- Campbell, M. J., Lotti, F., Baldi, E., Schlatt, S., Festin, M. P. R., Björndahl, L., Toskin, I., & Barratt, C. L. R.
- Affiliations
- University of Dundee (GB)
- University of Florence (IT)
- University Hospital Münster (DE)
- Philippine General Hospital (PH)
- Karolinska University Hospital (SE)
- World Health Organization (CH)
- Corresponding author
- Barratt, Christopher L. R.
- ORCID
- Venue
- Andrology
- Publisher
- Wiley
- Published
- 2021-03-17
- Volume
- 9
- Issue
- 3
- Pages
- 817-822
- ISSN
- 2047-2919 (ISSN-L)
- 2047-2927
- OpenAlex
- W3128222907
- Semantic Scholar
- ead990847b81987ea440b53baa7001f4df52b067
- Cited by
- 112
- References
- 28
- Citations by year
- 2026: 9 · 2025: 14 · 2024: 23 · 2023: 33 · 2022: 23 · 2021: 10
- FWCI
- 15.58
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Andrology (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Discovery Research Portal (University of Dundee) (publishedVersion, cc-by)
- Florence Research (University of Florence) (submittedVersion, other-oa)
- Greater South Information System
- Funders
- World Health Organization
- UNICEF
- University of Dundee
- NHS Education for Scotland
- Topics
- Health Sciences › Medicine › Reproductive Medicine › Sperm and Testicular Function
- Health Sciences › Health Professions › General Health Professions › Male Reproductive Health Studies
- Health Sciences › Medicine › Rheumatology › Urologic and reproductive health conditions
- Keywords
- semen analysis, reference values, male fertility, sperm motility, sperm morphology, sperm concentration, fertile men
- MeSH terms
- Follow-Up Studies, Humans, Male, Reference Values, World Health Organization, Semen Analysis
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-26.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-26.
Statistics and arithmetic are recomputed, not judged.
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