Research Profile of the PNP-MIND Group

The research group PNP-MIND
(Perinatal Neonatal Pediatric Intensive Care – Machine Learning – Intensive Care – Neurodevelopment – Demographics) focuses on translational research at the intersection of neonataler und pädiatrischer Intensivmedizin,, neurologischer Entwicklungsforschungund datengetriebener Modellierung..

PNP-Mind goals

Our work centers on investigating the long-term neurological, cognitive, and somatic outcomes of children with a history of intensive care. We utilize retrospective and prospective cohorts, standardized clinical data sets, and structured follow-up assessments, which are analyzed using machine learning (ML) and artificial intelligence (AI) methods.

The aim is to identify critical developmental phases, recognize risk factors early, and develop evidence-based predictive models that can be applied in clinical practice. Insights from these analyses are directly integrated into clinical guidelines and medical education curricula.

Current research priorities include

NeoNEVS (NEOnatal NEuro-cerebral Volume ASessment): which investigates early postnatal brain volume growth via cranial ultrasound and its relevance for long-term neurocognitive outcomes in preterm infants

NEOGAIN (Nortase Enzyme Optimization for Growth in At-risk Infants with Nutritional deficits): Analyses of the impact of enteral nutrition and pancreatic enzyme supplementation on postnatal growth in extremely preterm infants;

VANOKI (Vaskulärer Notfallzugang in der neonatalen Erstversorgung – Kanülierung der Nabelvene vs. Intraossäre Kanüle): A prospective bench study comparing the functionality and feasibility of intraosseous versus umbilical venous access in neonatal resuscitation scenarios;

TelEmergencyBaby: The implementation and evaluation of telemedicine approaches to enhance acute and follow-up care in neonatal intensive care medicine.

PROMISE (Preterm Rupture Outcomes: Maternal, Inflammatory, and Sonographic Evaluation): This study investigates how maternal, sonographic, and inflammatory factors predict neonatal respiratory outcomes and mortality following second-trimester preterm prelabor rupture of membranes (PPROM).

NeoRISC (Neonatal RIsc StratifiCation): AI-driven clinical decision support project that uses longitudinal NICU data from extremely preterm infants to predict major neonatal morbidities, enabling earlier interventions and personalised care.

Publications

06.2026Maternal and Neonatal Determinants of Respiratory Outcome Following Second-Trimester PPROM: A Multi-Domain Machine Learning Analysis
Diagnostics
DOI: 10.3390/diagnostics16121911 
Loth, S.; …; Bieber, A,; Brickmann, C.;
06.2026Neurodevelopmental Outcome in Very Low Birth Weight
Preterm Infants: An Exploratory Multivariable Analysis
Including Sonographic Brain Volume Trajectories—Data from
the NeoNEVS Project

Children
DOI: 10.3390/children13060815 
Loth, S.; …; Bieber, A,; Brickmann, C.;
04.2026Critical congenital heart defects outside a paediatric cardiology center – combined expertise and resources from a cohort study
BMC Pediatrics
DOI: 10.1186/s12887-026-06887-3
Brickmann, C.; … Dammert, A.
04.2026Identification of risk factors of cystic periventricular leukomalacia in preterm infants
Frontiers in Pediatrics;
DOI: 10.3389/fped.2026.1758972
Lampe, R.; … Sidorenko, I.; … Brickmann, C.
04.2026The Relationship Between Sonographically Assessed Volumetric Brain Development in VLBW Preterm Infants and Neurodevelopmental Outcome at 2 Years of Age – Data from the NeoNEVS Project
Frontiers in Pediatrics;
DOI: 10.3389/fped.2026.1769403
Brickmann C; … Krüger M; … Loth, S.;
04.2026PROMISE – Impact of Maternal and Neonatal Risk Factors on the Respiratory Outcome of Extremely Preterm Infants Following PPROM in the second trimester of pregnancy
Frontiers in Pediatrics;
DOI:10.3389/fped.2026.1776970
Brickmann C; … Loth, S.; … Krüger M;
03.2026Pediatric Intensive Core Outcomes – a modified Delphi consensus process (PIC-CO).  
Critical Care;
DOI: 10.1186/s13054-026-05878-1
Mand, N.; … Brickmann, C.*; Bruns, N.*
02.2026NEOnatal NEuro-cerebral Volume ASessment (NeoNEVS): Sonographically Assessed Volumetric Brain Development in Very Low Birth Weight Preterm Infants and its Clinical Determinants.  
Children
DOI: 10.3390/children13020281
Brickmann, Christian; Lampe, Renée, … Sidorenko, Irina; … Loth, Simon
08.2025Development of a standardized handover for critically ill premature and newborn infants for interhospital transport in Bavaria
Zeitschrift für Geburtshilfe und Neonatologie;
DOI: 10.1055/a-2659-7541
Wolff, J.; … Brickmann, C.; … Wellmann, S.
07.2025Numerical estimation of optimal limits of cerebral blood flow and oxygen partial pressure in brain tissue of preterm infants
Computer Methods and Programs in Biomedicine;
DOI: 10.1016/j.cmpb.2025.108984
Sidorenko, I.; … Brickmann, C.; … Lampe, R.;
05.2025Teaching Neonatal Emergency Umbilical Venous Access to Untrained Medical Staff: A Pilot Study Using Video Instruction and Real Umbilical Cords
Advances in Medical Education and Practice;
DOI: 10.2147/AMEP.S516071

Brickmann C; … Hentschel, R;
01.2025Learning and working on an interprofessional training ward in neonatology improves interprofessional competencies
Frontiers in Medicine
DOI: 10.3389/fmed.2025.1483551

Schwarz, H.; Straub, C.; … Brickmann C; … Krüger M;
06.2024Neonatal therapy after maternal central neurotropic drug exposure – a retrospective cohort study
Journal of Maternal-Fetal & Neonatal Medicine
DOI: 10.1080/14767058.2024.2356038
Wecker S; Dammert AS; Scholz C; Krüger M; Hauer J; Brickmann C;
12.2020Emergency button cannula vs. umbilical catheter as neonatal emergency umbilical vein access – a randomized cross-over pilot study
Journal of Perinatal Medicine
DOI: 10.1515/jpm-2022-0071
Brickmann, C.; Zang, F.; Klotz, D.; Kunze, M.; Lenz, S.; Hentschel, R

The Research Group

Responsible members are neonatologist and pediatric intensive care physician Dr. Christian Brickmann and psychologist M.Sc. Simon Loth. Our research group collaborates closely with the Research Unit of the Buhl-Strohmaier Foundation for Pediatric Neuroorthopedics and Cerebral Palsy (Markus Würth Endowed Professorship, Prof. Dr. Renée Lampe) and the TEMPiS Center at München Klinik, enabling a wide-ranging, interdisciplinary research approach from acute care to long-term outcomes.

We are committed to advancing data-based, predictive, and individualized care for vulnerable pediatric patient populations through tight integration of clinical practice, healthcare structures, and academic research.

Christian Brickmann

Dr. Christian Brickmann studied medicine at Philipps University of Marburg and has worked at university hospitals in Marburg and Freiburg throughout his career. He is a pediatrician, neonatologist, and specialist in pediatric intensive care medicine. Currently, he combines his clinical work as an attending physician at München Klinik with research at the Technical University of Munich (TUM). His research addresses epidemiological and practical aspects of neonatology, with a recent emphasis on integrating digital tools into clinical practice. He regularly presents his findings at national and international conferences and is an appointed member of the Ethics Committee of the Technical University of Munich.

Simon Loth

Simon Loth holds a Bachelor’s and Master’s degree in Psychology from PFH Göttingen (2024, 2025) and is currently studying Medicine. He is a shareholder in a company providing advanced out-of-hospital emergency medicine training for professional medical personnel. His research focuses on the application of digital technologies to questions in neurodevelopment, aiming to connect cognitive science with practical healthcare solutions. He has presented his work at national and international conferences.

Alexander Bieber

Alexander Bieber studied Microsystems Engineering, graduating with a German Diplom degree. In the early 2000s, he transitioned into entrepreneurship, founding a software services company where he served as CEO until the mid-2010s. Since 2013, he has brought this combined technical and leadership expertise to enterprise environments, working as a technical project manager and software solution architect. His current focus centers on designing scalable software architectures, integrating complex system solutions including machine learning programming and leading technical projects from conception to deployment.

Moritz Ortmann

Moritz Ortmann studied medicine at LMU Munich and currently works as resident physician in the Department of Neonatology and Pediatric Intensive Care Medicine at München Klinik. He has many years of experience in preclinical emergency care, international repatriation services, and is an AHA instructor in PALS and ACLS courses. His research focuses on improving initial care for premature and newborn babies, particularly with regard to intravascular access routes.

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