The challenges of colposcopy for cervical cancer screening in LMICs and solutions by artificial intelligence.

Abstract:

BACKGROUND:The World Health Organization (WHO) called for global action towards the elimination of cervical cancer. One of the main strategies is to screen 70% of women at the age between 35 and 45 years and 90% of women managed appropriately by 2030. So far, approximately 85% of cervical cancers occur in low- and middle-income countries (LMICs). The colposcopy-guided biopsy is crucial for detecting cervical intraepithelial neoplasia (CIN) and becomes the main bottleneck limiting screening performance. Unprecedented advances in artificial intelligence (AI) enable the synergy of deep learning and digital colposcopy, which offers opportunities for automatic image-based diagnosis. To this end, we discuss the main challenges of traditional colposcopy and the solutions applying AI-guided digital colposcopy as an auxiliary diagnostic tool in low- and middle- income countries (LMICs). MAIN BODY:Existing challenges for the application of colposcopy in LMICs include strong dependence on the subjective experience of operators, substantial inter- and intra-operator variabilities, shortage of experienced colposcopists, consummate colposcopy training courses, and uniform diagnostic standard and strict quality control that are hard to be followed by colposcopists with limited diagnostic ability, resulting in discrepant reporting and documentation of colposcopy impressions. Organized colposcopy training courses should be viewed as an effective way to enhance the diagnostic ability of colposcopists, but implementing these courses in practice may not always be feasible to improve the overall diagnostic performance in a short period of time. Fortunately, AI has the potential to address colposcopic bottleneck, which could assist colposcopists in colposcopy imaging judgment, detection of underlying CINs, and guidance of biopsy sites. The automated workflow of colposcopy examination could create a novel cervical cancer screening model, reduce potentially false negatives and false positives, and improve the accuracy of colposcopy diagnosis and cervical biopsy. CONCLUSION:We believe that a practical and accurate AI-guided digital colposcopy has the potential to strengthen the diagnostic ability in guiding cervical biopsy, thereby improves cervical cancer screening performance in LMICs and accelerates the process of global cervical cancer elimination eventually.

journal_name

BMC Med

journal_title

BMC medicine

authors

Xue P,Ng MTA,Qiao Y

doi

10.1186/s12916-020-01613-x

subject

Has Abstract

pub_date

2020-06-03 00:00:00

pages

169

issue

1

issn

1741-7015

pii

10.1186/s12916-020-01613-x

journal_volume

18

pub_type

杂志文章
  • Can China achieve a one-third reduction in premature mortality from non-communicable diseases by 2030?

    abstract:BACKGROUND:The United Nation's Sustainable Development Goals for 2030 include reducing premature mortality from non-communicable diseases (NCDs) by one third. To assess the feasibility of this goal in China, we projected premature mortality in 2030 of NCDs under different risk factor reduction scenarios. METHODS:We us...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-017-0894-5

    authors: Li Y,Zeng X,Liu J,Liu Y,Liu S,Yin P,Qi J,Zhao Z,Yu S,Hu Y,He G,Lopez AD,Gao GF,Wang L,Zhou M

    更新日期:2017-07-11 00:00:00

  • Maternal iodine status, intrauterine growth, birth outcomes and congenital anomalies in a UK birth cohort.

    abstract:BACKGROUND:Severe iodine insufficiency in pregnancy has significant consequences, but there is inadequate evidence to indicate what constitutes mild or moderate insufficiency, in terms of observed detrimental effects on pregnancy or birth outcomes. A limited number of studies have examined iodine status and birth outco...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-020-01602-0

    authors: Snart CJP,Threapleton DE,Keeble C,Taylor E,Waiblinger D,Reid S,Alwan NA,Mason D,Azad R,Cade JE,Simpson NAB,Meadows S,McKillion A,Santorelli G,Waterman AH,Zimmermann M,Stewart PM,Wright J,Mon-Williams M,Greenwood DC

    更新日期:2020-06-11 00:00:00

  • A mouse model of sitosterolemia: absence of Abcg8/sterolin-2 results in failure to secrete biliary cholesterol.

    abstract:BACKGROUND:Mutations in either of two genes comprising the STSL locus, ATP-binding cassette (ABC)-transporters ABCG5 (encoding sterolin-1) and ABCG8 (encoding sterolin-2), result in sitosterolemia, a rare autosomal recessive disorder of sterol trafficking characterized by increased plasma plant sterol levels. Based upo...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/1741-7015-2-5

    authors: Klett EL,Lu K,Kosters A,Vink E,Lee MH,Altenburg M,Shefer S,Batta AK,Yu H,Chen J,Klein R,Looije N,Oude-Elferink R,Groen AK,Maeda N,Salen G,Patel SB

    更新日期:2004-03-24 00:00:00

  • Guidance for identification and treatment of individuals with attention deficit/hyperactivity disorder and autism spectrum disorder based upon expert consensus.

    abstract:BACKGROUND:Individuals with co-occurring hyperactivity disorder/hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) can have complex presentations that may complicate diagnosis and treatment. There are established guidelines with regard to the identification and treatment of ADHD and ASD as independent con...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-020-01585-y

    authors: Young S,Hollingdale J,Absoud M,Bolton P,Branney P,Colley W,Craze E,Dave M,Deeley Q,Farrag E,Gudjonsson G,Hill P,Liang HL,Murphy C,Mackintosh P,Murin M,O'Regan F,Ougrin D,Rios P,Stover N,Taylor E,Woodhouse E

    更新日期:2020-05-25 00:00:00

  • Non-celiac gluten sensitivity - why worry?

    abstract::Wheat, once thought to be a critical ingredient in a healthy diet, has become a major threat, according to public opinion. The term non-celiac gluten sensitivity has been widely adopted to describe a clinical entity characterized by symptoms induced by gluten without the diagnostic criteria found in other gluten-relat...

    journal_title:BMC medicine

    pub_type: 评论,杂志文章

    doi:10.1186/1741-7015-12-86

    authors: Lundin KE

    更新日期:2014-05-23 00:00:00

  • CD133(+)CXCR4(+) colon cancer cells exhibit metastatic potential and predict poor prognosis of patients.

    abstract:BACKGROUND:Colorectal cancer (CRC), which frequently metastasizes to the liver, is one of the three leading causes of cancer-related deaths worldwide. Growing evidence suggests that a subset of cells exists among cancer stem cells. This distinct subpopulation is thought to contribute to liver metastasis; however, it ha...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/1741-7015-10-85

    authors: Zhang SS,Han ZP,Jing YY,Tao SF,Li TJ,Wang H,Wang Y,Li R,Yang Y,Zhao X,Xu XD,Yu ED,Rui YC,Liu HJ,Zhang L,Wei LX

    更新日期:2012-08-07 00:00:00

  • Functional somatic disorders: discussion paper for a new common classification for research and clinical use.

    abstract:BACKGROUND:Functional somatic symptoms and disorders are common and complex phenomena involving both bodily and brain processes. They pose major challenges across medical specialties. These disorders are common and have significant impacts on patients' quality of life and healthcare costs. MAIN BODY:We outline five pr...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-020-1505-4

    authors: Burton C,Fink P,Henningsen P,Löwe B,Rief W,EURONET-SOMA Group.

    更新日期:2020-03-03 00:00:00

  • Allergen immunotherapy and allergic rhinitis: false beliefs.

    abstract:BACKGROUND:Over the last 100 years, several persistent misconceptions or 'false beliefs' have built up around allergen immunotherapy and its use in allergic rhinitis. This is perhaps because enthusiastic physicians administered complex allergen extracts to a diverse population of patients suffering from heterogeneous a...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/1741-7015-11-255

    authors: Calderón MA,Frankland AW,Demoly P

    更新日期:2013-12-05 00:00:00

  • Polycystic ovary syndrome: a complex condition with psychological, reproductive and metabolic manifestations that impacts on health across the lifespan.

    abstract::Polycystic ovary syndrome (PCOS) is of clinical and public health importance as it is very common, affecting up to one in five women of reproductive age. It has significant and diverse clinical implications including reproductive (infertility, hyperandrogenism, hirsutism), metabolic (insulin resistance, impaired gluco...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/1741-7015-8-41

    authors: Teede H,Deeks A,Moran L

    更新日期:2010-06-30 00:00:00

  • Predicting fitness to practise events in international medical graduates who registered as UK doctors via the Professional and Linguistic Assessments Board (PLAB) system: a national cohort study.

    abstract:BACKGROUND:International medical graduates working in the UK are more likely to be censured in relation to fitness to practise compared to home graduates. Performance on the General Medical Council's (GMC's) Professional and Linguistic Assessments Board (PLAB) tests and English fluency have previously been shown to pre...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-017-0829-1

    authors: Tiffin PA,Paton LW,Mwandigha LM,McLachlan JC,Illing J

    更新日期:2017-03-20 00:00:00

  • Ultrasound and dynamic functional imaging in vascular cognitive impairment and Alzheimer's disease.

    abstract:BACKGROUND:The vascular contributions to neurodegeneration and neuroinflammation may be assessed by magnetic resonance imaging (MRI) and ultrasonography (US). This review summarises the methodology for these widely available, safe and relatively low cost tools and analyses recent work highlighting their potential utili...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/s12916-017-0799-3

    authors: Malojcic B,Giannakopoulos P,Sorond FA,Azevedo E,Diomedi M,Oblak JP,Carraro N,Boban M,Olah L,Schreiber SJ,Pavlovic A,Garami Z,Bornstein NM,Rosengarten B

    更新日期:2017-02-09 00:00:00

  • Step counter use in type 2 diabetes: a meta-analysis of randomized controlled trials.

    abstract:BACKGROUND:While step counter use has become popular among type 2 diabetes (T2D) patients, its effectiveness in increasing physical activity (PA) and improving glycemic control has been poorly defined. The aim of this meta-analysis of randomized controlled trials (RCTs) was to evaluate the association of step counter u...

    journal_title:BMC medicine

    pub_type: 杂志文章,meta分析

    doi:10.1186/1741-7015-12-36

    authors: Qiu S,Cai X,Chen X,Yang B,Sun Z

    更新日期:2014-02-27 00:00:00

  • Advances in understanding ischemic acute kidney injury.

    abstract::Acute kidney injury (AKI) is independently associated with increased morbidity and mortality. Ischemia is the leading cause of AKI, and short of supportive measures, no currently available therapy can effectively treat or prevent ischemic AKI. This paper discusses recent developments in the understanding of ischemic A...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/1741-7015-9-11

    authors: Munshi R,Hsu C,Himmelfarb J

    更新日期:2011-02-02 00:00:00

  • A cluster randomized trial to assess the effect of clinical pathways for patients with stroke: results of the clinical pathways for effective and appropriate care study.

    abstract:BACKGROUND:Clinical pathways (CPs) are used to improve the outcomes of acute stroke, but their use in stroke care is questionable, because the evidence on their effectiveness is still inconclusive. The objective of this study was to evaluate whether CPs improve the outcomes and the quality of care provided to patients ...

    journal_title:BMC medicine

    pub_type: 杂志文章,多中心研究,随机对照试验

    doi:10.1186/1741-7015-10-71

    authors: Panella M,Marchisio S,Brambilla R,Vanhaecht K,Di Stanislao F

    更新日期:2012-07-10 00:00:00

  • Vedolizumab trough level monitoring in inflammatory bowel disease: a state-of-the-art overview.

    abstract:BACKGROUND:Therapeutic drug monitoring involves therapeutic modifications based on the measurement of drug levels and antidrug antibodies. The viability of therapeutic drug monitoring in vedolizumab-treated patients with inflammatory bowel disease remains questioned. MAIN BODY:Accumulating evidence from clinical trial...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/s12916-019-1323-8

    authors: Pouillon L,Vermeire S,Bossuyt P

    更新日期:2019-05-08 00:00:00

  • Thymic size is increased by infancy, but not pregnancy, nutritional supplementation in rural Gambian children: a randomized clinical trial.

    abstract:BACKGROUND:Thymic size in early infancy predicts subsequent survival in low-income settings. The human thymus develops from early gestation, is most active in early life and is highly sensitive to malnutrition. Our objective was to test whether thymic size in infancy could be increased by maternal and/or infant nutriti...

    journal_title:BMC medicine

    pub_type: 杂志文章,随机对照试验

    doi:10.1186/s12916-019-1264-2

    authors: Moore SE,Fulford AJC,Sosseh F,Nshe P,Darboe MK,Prentice AM

    更新日期:2019-02-18 00:00:00

  • Spatial modes for transmission of chikungunya virus during a large chikungunya outbreak in Italy: a modeling analysis.

    abstract:BACKGROUND:The spatial spread of many mosquito-borne diseases occurs by focal spread at the scale of a few hundred meters and over longer distances due to human mobility. The relative contributions of different spatial scales for transmission of chikungunya virus require definition to improve outbreak vector control re...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-020-01674-y

    authors: Guzzetta G,Vairo F,Mammone A,Lanini S,Poletti P,Manica M,Rosa R,Caputo B,Solimini A,Torre AD,Scognamiglio P,Zumla A,Ippolito G,Merler S

    更新日期:2020-08-07 00:00:00

  • Safety of TNF-α inhibitors during IBD pregnancy: a systematic review.

    abstract:BACKGROUND:Tumor necrosis factor (TNF)-α inhibitors are increasingly being used in inflammatory bowel disease (IBD). Because this chronic intestinal disorder often affects women of fertile age, it is essential to assess the effect of biologics on pregnancy outcome. METHODS:We performed a systematic review of the Engli...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/1741-7015-11-174

    authors: Nielsen OH,Loftus EV Jr,Jess T

    更新日期:2013-07-31 00:00:00

  • Tumour response in metastatic renal cell carcinoma treated with tyrosine kinase inhibitors - assessment of intra-tumour heterogeneity.

    abstract::Intra-tumour heterogeneity is a common molecular phenomenon in metastatic clear cell renal carcinoma (mRCC), representing the genetic complexity of a tumour with multiple metastatic sites. The present commentary discusses the observed phenomena of phenotypic intra-tumour heterogeneity in mRCC patients treated with the...

    journal_title:BMC medicine

    pub_type: 社论

    doi:10.1186/s12916-016-0754-8

    authors: Stühler V,Bedke J

    更新日期:2016-12-07 00:00:00

  • A realist review of mobile phone-based health interventions for non-communicable disease management in sub-Saharan Africa.

    abstract:BACKGROUND:The prevalence of non-communicable diseases (NCDs) is increasing in sub-Saharan Africa. At the same time, the use of mobile phones is rising, expanding the opportunities for the implementation of mobile phone-based health (mHealth) interventions. This review aims to understand how, why, for whom, and in what...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/s12916-017-0782-z

    authors: Opoku D,Stephani V,Quentin W

    更新日期:2017-02-06 00:00:00

  • Treatment of enterohemorrhagic Escherichia coli (EHEC) infection and hemolytic uremic syndrome (HUS).

    abstract::Verotoxigenic Escherichia coli (VTEC) are a specialized group of E. coli that can cause severe colonic disease and renal failure. Their pathogenicity derives from virulence factors that enable the bacteria to colonize the colon and deliver extremely powerful toxins known as verotoxins (VT) or Shiga toxins (Stx) to the...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/1741-7015-10-12

    authors: Goldwater PN,Bettelheim KA

    更新日期:2012-02-02 00:00:00

  • Chemical and environmental vector control as a contribution to the elimination of visceral leishmaniasis on the Indian subcontinent: cluster randomized controlled trials in Bangladesh, India and Nepal.

    abstract:BACKGROUND:Bangladesh, India and Nepal are working towards the elimination of visceral leishmaniasis (VL) by 2015. In 2005 the World Health Organization/Training in Tropical Diseases launched an implementation research programme to support integrated vector management for the elimination of VL from Bangladesh, India an...

    journal_title:BMC medicine

    pub_type: 杂志文章,随机对照试验

    doi:10.1186/1741-7015-7-54

    authors: Joshi AB,Das ML,Akhter S,Chowdhury R,Mondal D,Kumar V,Das P,Kroeger A,Boelaert M,Petzold M

    更新日期:2009-10-05 00:00:00

  • Promoting networks between evidence-based medicine and values-based medicine in continuing medical education.

    abstract:BACKGROUND:In recent years, medical practice has followed two different paradigms: evidence-based medicine (EBM) and values-based medicine (VBM). There is an urgent need to promote medical education that strengthens the relationship between these two paradigms. This work is designed to establish the foundations for a c...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/1741-7015-11-39

    authors: Altamirano-Bustamante MM,Altamirano-Bustamante NF,Lifshitz A,Mora-Magaña I,de Hoyos A,Avila-Osorio MT,Quintana-Vargas S,Aguirre JA,Méndez J,Murata C,Nava-Diosdado R,Martínez-González O,Calleja E,Vargas R,Mejía-Arangure JM,C

    更新日期:2013-02-15 00:00:00

  • Profiling of the muscle-specific dystroglycan interactome reveals the role of Hippo signaling in muscular dystrophy and age-dependent muscle atrophy.

    abstract:BACKGROUND:Dystroglycanopathies are a group of inherited disorders characterized by vast clinical and genetic heterogeneity and caused by abnormal functioning of the ECM receptor dystroglycan (Dg). Remarkably, among many cases of diagnosed dystroglycanopathies, only a small fraction can be linked directly to mutations ...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-019-1478-3

    authors: Yatsenko AS,Kucherenko MM,Xie Y,Aweida D,Urlaub H,Scheibe RJ,Cohen S,Shcherbata HR

    更新日期:2020-01-21 00:00:00

  • Recent developments in Alzheimer's disease therapeutics.

    abstract::Alzheimer's disease is a devastating neurological disorder that affects more than 37 million people worldwide. The economic burden of Alzheimer's disease is massive; in the United States alone, the estimated direct and indirect annual cost of patient care is at least $100 billion. Current FDA-approved drugs for Alzhei...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/1741-7015-7-7

    authors: Rafii MS,Aisen PS

    更新日期:2009-02-19 00:00:00

  • Comment: Head and Neck Oncology.

    abstract::This comment relates to articles published in archived content of the journal Head and Neck Oncology and is not related to the content of BMC Medicine in any way. ...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/1741-7015-12-24

    authors: BioMed Central.

    更新日期:2014-02-05 00:00:00

  • Prostate-specific antigen-based screening: controversy and guidelines.

    abstract::Although prostate-specific antigen (PSA) screening has improved the detection of prostate cancer, allowing for stage migration to less advanced disease, the precise mortality benefit of early detection is unclear. This is in part due to a discrepancy between the two large randomized controlled trials comparing PSA scr...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-015-0296-5

    authors: Kim EH,Andriole GL

    更新日期:2015-03-24 00:00:00

  • Predicting the response to sorafenib in hepatocellular carcinoma: where is the evidence for phosphorylated extracellular signaling-regulated kinase (pERK)?

    abstract::The approval of sorafenib and active development of many other molecularly targeted agents in hepatocellular carcinoma (HCC) have presented a challenge to understand the mechanism of action of sorafenib and identify predictive biomarkers to select patients more likely to benefit from sorafenib. The preclinical study b...

    journal_title:BMC medicine

    pub_type: 社论

    doi:10.1186/1741-7015-7-42

    authors: Zhu AX

    更新日期:2009-08-24 00:00:00

  • Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting.

    abstract:BACKGROUND:The World Health Organisation estimates that by 2030 there will be approximately 350 million people with type 2 diabetes. Associated with renal complications, heart disease, stroke and peripheral vascular disease, early identification of patients with undiagnosed type 2 diabetes or those at an increased risk...

    journal_title:BMC medicine

    pub_type: 杂志文章,评审

    doi:10.1186/1741-7015-9-103

    authors: Collins GS,Mallett S,Omar O,Yu LM

    更新日期:2011-09-08 00:00:00

  • Age, sex, disease severity, and disease duration difference in placebo response: implications from a meta-analysis of diabetes mellitus.

    abstract:BACKGROUND:The placebo response in patients with diabetes mellitus is very common. A systematic evaluation needs to be updated with the current evidence about the placebo response in diabetes mellitus and the associated factors in clinical trials of anti-diabetic medicine. METHODS:Literature research was conducted in ...

    journal_title:BMC medicine

    pub_type: 杂志文章

    doi:10.1186/s12916-020-01787-4

    authors: Lin C,Cai X,Yang W,Lv F,Nie L,Ji L

    更新日期:2020-11-16 00:00:00