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Assessment of fetal lung maturity by ultrasound texture analysis fetal i+D - Fetal Medicine Research Center BCNatal – Centre de Medicina Maternofetal i Neonatologia de Barcelona Hospital Clínic - Hospital Sant Joan de Déu Universitat de Barcelona

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Assessment of fetal lung maturity by ultrasound texture analysis

fetal i+D - Fetal Medicine Research CenterBCNatal – Centre de Medicina Maternofetal i Neonatologia de Barcelona

Hospital Clínic - Hospital Sant Joan de Déu Universitat de Barcelona

www.medicinafetalbarcelona.org/

Neonatal respiratory morbidity

Clinical use of NRM assessment

Ultrasound Texture Analysis

www.medicinafetalbarcelona.org/

Neonatal respiratory morbidity

Clinical use of NRM assessment

Ultrasound Texture Analysis

NEONATAL RESPIRATORY MORBIDITY

EUROPE AND EEUU2-3% (200-300 K) / year

5

6

7

www.medicinafetalbarcelona.org/

Neonatal respiratory morbidity

Clinical use of NRM assessment

Ultrasound Texture Analysis

COMPROBACIÓN Y CORTICOIDES PARA MADURACIÓN PULMONAR FETAL

PROTOCOLS DE MEDICINA FETAL I PERINATAL BCNatal | HOSPITAL CLÍNIC- HOSPITAL SANT JOAN DE DÉU- UNIVERSITAT DE BARCELONA

4/4

INDICACIÓN DE FINALIZACIÓN (o información sobre madurez pulmonar fetal)

4/4

≥"35.0"'"<39.0!!sem!Indicación!de!finalización!no!absoluta!pero!opción!razonable!(1).!

!"

<"35.0"sem"Finalización!indicada.!Condiciones!clínicas!permiten!demora!para!corticoides.!

"

A!partir!del!día!siguiente!a!la!!2ª!dosis:!

BAJO!riesgo!de!!morbilidad!respiratoria!neonatal*!

ALTO!riesgo!de!morbilidad!respiratoria!neonatal*

Programar!finalización

Según!indicación!y!EG,!considerar:!N!demorar!!3N7!días!la!finalización!y/o!!N!tanda!o!dosis!única!o!multiple!de!corticoides!(si!<!35.0sem)!y/o!!N!reevaluar!quantusFLM®!en!1!sem!o!N!si!se!requiere!finalizar!a!pesar!de!inmadurez:!informar!neonatología!!

NO"ha"recibido"corticoides:!!corticoides.!

(1)"Ejemplos"de"situaciones"potenciales":"NHipertensión!crónica!o!diabetes!de!difícil!control.!NBalance!hídrico!positive!con!discomfort!severo!materno.!NColestasis!muy!sintomática!sin!respuesta!a!tratamiento.!NPreeclampsia!leve!o!CIR!tardío!estadío!I!con!MAO.!NPlacenta!previa!con!sangrado!intermitente!moderado!y!multiples!ingresos.!N!…!

N Si!inducción!del!parto!y!<!37.0!sem!o!!N Si!CS!electiva!y!<!39.0!sem!

Ha"recibido"corticoides"y"quantusFLM®"disponible"

!(si!no!disponible,!administrar!corticoides!de!acuerdo!con!recomendaciones)!!

Programar!finalización

*Morbilidad!respiratoria!neonatal!=!incluye!síndrome!de!distrés!respiratorio!y!taquipnea!transitoria!neonatal

BAJO!riesgo!de!!morbilidad!respiratoria!neonatal*!

9

MPFMPF

(*IF CORTICOIDS REDUCE 40% RISK)

36.0w, 38y, IVFChronic HT + poorly controlled diabetes. Edema with maternal discomfort

No absolute medical indication.

LOW RISK=2%

Delivery.

HIGH RISK=36%

Risk probably higher than waiting.Wait 1w and repeat test

INDIVIDUALIZED: TEST LUNG MATURITY

¿RISK NRM?

BASELINE: AT 36W = 6%

www.medicinafetalbarcelona.org/

Neonatal respiratory morbidity

Clinical use of NRM assessment

Ultrasound Texture Analysis

www.medicinafetalbarcelona.org

Is  it  possible  to  use  ultrasound  to  test  fetal  lung  maturity?

Background

Grannum, P.A., R.L. Berkowitz, and J.C. Hobbins, The ultrasonic changes in the maturing placenta and their relation to fetal pulmonic maturity. Am J Obstet Gynecol, 1979.

Fried, A.M., et al., Echogenicity of fetal lung: relation to fetal age and maturity. AJR Am J Roentgenol, 1985

Harman, C.R., et al., The correlation of ultrasonic placental grading and fetal pulmonary maturation in five hundred sixty-three pregnancies. Am J Obstet Gynecol, 1982.

Golde, S.H., M.P. Tahilramaney, and L.D. Platt, Use of ultrasound to predict fetal lung maturity in 247 consecutive elective cesarean deliveries. J Reprod Med, 1984.

Zilianti, M. and S. Fernandez, Correlation of ultrasonic images of fetal intestine with gestational age and fetal maturity. Obstet Gynecol, 1983.

Feingold, M., et al., Fetal lung to liver reflectivity ratio and lung maturity. J Clin Ultrasound, 1987.

TRANSMURAL

 BIOTECH

Fetal  and  Perinatal  Medicine  Research  Group

www.medicinafetalbarcelona.org

Is  it  possible  to  use  ultrasound  to  test  fetal  lung  maturity?

Background

Quantitative ultrasound analysis

Chen, D.R., et al., Diagnosis of breast tumors with sonographic texture analysis using wavelet transform and neural networks. Ultrasound Med Biol, 2002.

Wan, C., et al., Evaluation of breast lesions by contrast enhanced ultrasound: Qualitative and quantitative analysis. Eur J Radiol. 2011.

Hartman, P.C., et al., Variability of quantitative echographic parameters of the liver: intra- and interindividual spread, temporal- and age-related effects. Ultrasound Med Biol, 1991.

Kadah, Y.M., et al., Classification algorithms for quantitative tissue characterization of diffuse liver disease from ultrasound images. IEEE Trans Med Imaging, 1996.

Tekesin, I., et al., Assessment of fetal lung development by quantitative ultrasonic tissue characterization: a methodical study. Prenat Diagn, 2004.

Maeda, K.S., M., Fetal lung immaturity assessment with ultrasonic tissue characterization:GLHW. 26th The Fetus as a Patient, San Diego, 16:40, April 27 2010.

TRANSMURAL

 BIOTECH

Fetal  and  Perinatal  Medicine  Research  Group

www.medicinafetalbarcelona.org/

Describe fetal lung texture along gestation

900 pregnant women from 16.0 to 42.0 weeks

Inclusion criteria: Low risk pregnant women

Exclusion criteria: Fetal malformations, Multiple gestation

Design : STEP 1

www.medicinafetalbarcelona.org/

Correlate fetal lung texture with the FLM-TDx II

Design : STEP 2

To perform 2D US image the same day (± 12 h) of AF collection

Graphical User Interface (GUI) delineation

FLM results obtained by amniocentesis: mature/immature

www.medicinafetalbarcelona.org/

Correlate fetal lung texture (AQUA) with the FLM-TDx II

Design : STEP 2

n 69

(range 24.6 to 40.2 w)

Sensitivity of 86%, Specificity of 98%, Accuracy of 90%

• Mature: n= 22

• Immature: n = 47

Performance of an automatic quantitative ultrasound analysis (AQUA) texture extractor to predict fetal lung maturity assessed by TDx-FLM in amniotic fluid.Palacio M, Cobo T, Martínez M, Rattá G, Elías N, Bonet E, Amat I, Gratacós E. Award of Research Excellence. Oral presentation SMFM 2012, Dallas.

www.medicinafetalbarcelona.org/

957 imagesFrom June 2010 to December 2010900 images

Design : STEP 1

R Pearson correlation = 0.98Do not use direct grey levelDo not use tissue referenceVarious settings admittedNot strictly influenced by the ROI acquiredAnalysis off-line

www.medicinafetalbarcelona.org/

• N=144• Singleton pregnancies • 29.0 - 38.6 w • Axial thoracic section

Neonatal Respiratory Morbidity (*):• Respiratory Distress Syndrome• Transient tachypnea of newborn

(*)   RDS:   Respiratory   symptoms   (eg,   grunGng,  flaring,  tachypnea,  retracGons),  O2  requirement  +    chest  Rx  +    NICU  admission  TT:   chest   Rx   impression   +   clinical   diagnosis   by  clinician  in  charge.JAMA 2010

Patient & Provider Informationwww.quantusFLM.com

Sabino Arana 38 1‐108028 Barcelona, SpainCIF: B‐65084675

PATIENT NAME: CLINIC NAME:

PATIENT ID: REFERRING/ORDERING CLINICIAN:

QUANTUSFLM ID: REPORT DATE: (dd/mm/yyyy)

Name Surname

NHC12345678

btech‐123

Complete Center Name

Clinician Name Surname

01/01/2000

Sample Information

GESTATIONAL AGE:

US ACQUISITION DATE:(dd/mm/yyyy)

REQUEST DATE:(dd/mm/yyyy hh:mm)

## weeks # days

01/01/2000

01/01/2000 00:00

Test Result   NEONATAL RESPIRATORY MORBIDITY

QUANTUSFLM ID:

RESULT:

Theoretical risk for ## weeks of gestation:

quantusFLM risk:

RECOMMENDATION:(dd/mm/yyyy)

AUTHORIZED SIGNER/S:

Technical Responsible:Elisenda Bonet i Carné, MSc

Imatge Firma

CLINICAL DATA ‐ SPECIFICATIONSAccuracy 87% (95% CI:82‐90%)

Sensitivity 91% (95% CI:77‐98%)

Specificity 86% (95% CI:82‐90%)

Positive Predictive Value 47% (95% CI:35‐59%)

Negative Predictive Value 98% (95% CI:96‐99%)

TEST DESCRIPTIONquantusFLM™ offers an automatic assessment of neonatal respiratory morbidity risk using an ultrasoundimage of the lateral axial transverse section of the fetal thorax at the level of the 4‐chamber section of thefetal heart. quantusFLM™ is based on quantitative ultrasound texture analysis to extract information fromultrasound images and a classifier which uses the extracted information to assess the risk. Test resultdepends on the delineation of the fetal lung and incorporated the gestational age. Neonatal respiratorymorbidity is defined as respiratory distress syndrome or transient tachypnea of the newborn.Test has been validated in singleton pregnancies from 28.0 to 39.0 weeks of gestation. Test are neitherintended nor validated for use in pregnancies with fetal structural abnormalities, chromosomalabnormalities, multiple pregnancies or maternal BMI>35. This result should not be considered as a finalindication but as additional information to be considered in evaluation of the patient.

quantusFLM Test is intended for clinical use and should not be regarded as investigational or for research. Present result has been obtained using quantusFLM X.X. Under the previous of Law 15/1999 normative, we inform you that your data will be included in a data base owned by TransmuralBiotech, S.L. for its clinical treatment. You may exercise the rights of access, rectification, cancellation and opposition contacting us at [email protected].

REFERENCE: Quantitative ultrasound texture analysis of fetal lung to predict neonatal respiratory morbidity. UOG (2014)

Non‐Invasive Assessment of therisk of Neonatal Respiratory morbidity

Graphic Test Result NEONATAL RESPIRATORY MORBIDITY RISK

HIGH LOWRISK RISK

100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0%

Theoretical Risk*

quantusFLM Risk

100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0%

LOW RISK

##.# %

##.# %

Review results with patient

btech‐123

vs

www.medicinafetalbarcelona.org/

Conclusions

• Quantitative ultrasound fetal lung maturity analysis predicted neonatal respiratory morbidity with an accuracy comparable to current tests using amniotic fluid.

• Results being validated in international multicenter trial (n>700)

COMPROBACIÓN Y CORTICOIDES PARA MADURACIÓN PULMONAR FETAL

PROTOCOLS DE MEDICINA FETAL I PERINATAL BCNatal | HOSPITAL CLÍNIC- HOSPITAL SANT JOAN DE DÉU- UNIVERSITAT DE BARCELONA

4/4

INDICACIÓN DE FINALIZACIÓN (o información sobre madurez pulmonar fetal)

4/4

≥"35.0"'"<39.0!!sem!Indicación!de!finalización!no!absoluta!pero!opción!razonable!(1).!

!"

<"35.0"sem"Finalización!indicada.!Condiciones!clínicas!permiten!demora!para!corticoides.!

"

A!partir!del!día!siguiente!a!la!!2ª!dosis:!

BAJO!riesgo!de!!morbilidad!respiratoria!neonatal*!

ALTO!riesgo!de!morbilidad!respiratoria!neonatal*

Programar!finalización

Según!indicación!y!EG,!considerar:!N!demorar!!3N7!días!la!finalización!y/o!!N!tanda!o!dosis!única!o!multiple!de!corticoides!(si!<!35.0sem)!y/o!!N!reevaluar!quantusFLM®!en!1!sem!o!N!si!se!requiere!finalizar!a!pesar!de!inmadurez:!informar!neonatología!!

NO"ha"recibido"corticoides:!!corticoides.!

(1)"Ejemplos"de"situaciones"potenciales":"NHipertensión!crónica!o!diabetes!de!difícil!control.!NBalance!hídrico!positive!con!discomfort!severo!materno.!NColestasis!muy!sintomática!sin!respuesta!a!tratamiento.!NPreeclampsia!leve!o!CIR!tardío!estadío!I!con!MAO.!NPlacenta!previa!con!sangrado!intermitente!moderado!y!multiples!ingresos.!N!…!

N Si!inducción!del!parto!y!<!37.0!sem!o!!N Si!CS!electiva!y!<!39.0!sem!

Ha"recibido"corticoides"y"quantusFLM®"disponible"

!(si!no!disponible,!administrar!corticoides!de!acuerdo!con!recomendaciones)!!

Programar!finalización

*Morbilidad!respiratoria!neonatal!=!incluye!síndrome!de!distrés!respiratorio!y!taquipnea!transitoria!neonatal

BAJO!riesgo!de!!morbilidad!respiratoria!neonatal*!

22

(*IF CORTICOIDS REDUCE 40% RISK)

36.0w, 38y, IVFChronic HT + poorly controlled diabetes. Edema with maternal discomfort

No absolute medical indication.

LOW RISK=2%

Delivery.

HIGH RISK=36%

Risk probably higher than waiting.Wait 1w and repeat test

INDIVIDUALIZED: TEST LUNG MATURITY

¿RISK NRM?

BASELINE: AT 36W = 6%

Obtención de imágenes (ecografía)

www.medicinafetalbarcelona.org/

Envío de imágenes a la app dggdf para análisis

®

Informe de resultados