AI Drug Discovery for Pharma and Biotech

Drug discovery

32

drugs

With orphan designations

Overview

Prader-Willi syndrome (PWS) is a rare genetic neurodevelopmental disorder caused by loss of paternal chromosome 15q11-q13 expression. It presents with neonatal hypotonia, feeding difficulties, and failure to thrive, progressing to hyperphagia-driven obesity, developmental delays, endocrine dysfunction (growth hormone deficiency, hypogonadism), and behavioral challenges (skin picking, temper outbursts). Management requires multidisciplinary care focusing on nutritional control, hormone replacement, and behavioral interventions [1][3][6].

Population

  • Prevalence: 1 in 10,000–30,000 live births globally [2][7][17]

  • Affects sexes equally [2]; 85% of reported cases involve Caucasian populations [2][12]

  • Typically diagnosed before age 3–4 years based on hypotonia and feeding history [2][9]

Burden

  • Clinical: 93% develop obesity-related comorbidities (diabetes, obstructive sleep apnea) [6][13]; 44.4 average caregiver ZBI score reflecting severe burden [14]

  • Economic: Annual US healthcare costs ~$26,887/patient excess vs non-PWS peers [19]

  • Psychosocial: 60–70% exhibit obsessive-compulsive behaviors; 10–20% develop psychosis [6][17][18]

Citations embedded per formatting rules

Therapies

  • Growth hormone therapy: Improves lean mass, mobility, and metabolic parameters (initiated in infancy) [1][3][18]

  • Behavioral/environmental: Strict calorie-controlled diets (≤60% typical intake), food security protocols, cognitive behavioral therapy [1][13][18]

  • Multidisciplinary care: Endocrinology, nutrition, physical/occupational therapy, and psychopharmacology (e.g., SSRIs for OCD) [3][11][16]

Categories: rare developmental anomalies during embryogenesis, rare endocrine diseases, rare genetic diseases, rare gynecological and obstetric diseases, rare infertility disorders, rare neurological diseases

Research Papers

1,027 drug discovery papers related to Prader-Willi syndrome, with 3 first-in-class and 9 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

1,027 drug discovery papers related to Prader-Willi syndrome, with 3 first-in-class and 9 next-in-class early-stage therapies forecasted to outperform the average preclinical success rate. Recent publications:

2026-07-12 | Modern technological innovations in the management of Prader-Willi syndrome: From restrictive supervision to digital autonomy.

Aim: The study evaluates the effectiveness of wearable biometric devices, geofencing systems, and artificial intelligence algorithms in improving the quality of life and autonomy of individuals with Prader-Willi syndrome. It analyses the impact of digital ecosystems on reducing caregiver burden and personalizing therapy through objective data analysis. Materials and Methods: A systematic literature review was conducted in PubMed, Web of Science, and the Cochrane Library databases since 2019. Research focused on metabolic monitoring, the use of gamification and virtual reality in rehabilitation, and the implementation of smart home technologies for patients with rare genetic syndromes. Analysis indicates that data from wearable devices enables the detection of prodromal states, mitigating episodes of hyperphagia and aggression. Geofencing systems provide a safe environment for autonomous physical activity, improving cardiovascular fitness and reducing caregiver anxiety. Artificial intelligence algorithms, by personalizing the energy balance with a precision of 10 kilocalories, significantly optimize weight reduction. Conclusions: The digital support ecosystem redefines the care paradigm for Prader-Willi syndrome. Replacing human supervision with autonomous algorithmic control promotes behavioural stabilization and allows for greater patient self-determination. This process increases biological safety and significantly reduces the burden on caregivers, forming the basis of modern, individualized therapy.

Open article ↗



2026-07-02 | Correlations between endocrine-metabolic characteristics and body fat distribution, appetite, growth, and memory in children with Prader-Willi syndrome.

To explore the correlations between endocrine-metabolic characteristics and body fat distribution, appetite, growth, and memory in children with Prader-Willi Syndrome (PWS). Forty-six children with PWS and forty-six with simple obesity were studied, alongside a healthy control group. Researchers measured physical development, hyperphagia, memory, hormone levels, and lipid profiles. They compared endocrine-metabolic differences across groups and examined correlations between these indicators and body fat, appetite, growth, and memory in children with PWS. The PWS group presented overweight, growth retardation, increased body fat, elevated hyperphagia scores and reduced memory scores relative to simple obesity and healthy control groups, with distinct plasma metabolic and endocrine profiles (higher ghrelin, Triglycerides [TG], Total Cholesterol [TC], Low-Density Lipoprotein Cholesterol [LDL-C], Homeostatic Model Assessment of Insulin Resistance [HOMA-IR] and C-peptide; lower Insulin-like Growth Factor-1 [IGF-1], Triiodothyronine [T3], Thyroxine [T4], Thyroid-Stimulating Hormone [TSH] and High-Density Lipoprotein Cholesterol [HDL-C]). Correlation analyses confirmed positive associations of ghrelin, cortisol, and HOMA-IR with Fat Mass Index (FMI); of cortisol and HOMA-IR with hyperphagia score; of TSH, TG, HOMA-IR, and C-peptide with Body Mass Index (BMI); and of IGF-1 and T3 with memory score, as well as negative associations of IGF-1 with FMI and hyperphagia score; of HDL-C with BMI; and of ghrelin with memory score (all p < 0.05). Children with PWS present major endocrine-metabolic abnormalities associated with abnormal body fat, hyperphagia, growth retardation, and memory impairment, which help clarify multisystem damage in hereditary obesity and guide targeted clinical interventions.

Open article ↗



2026-06-30 | Laparoscopic sleeve gastrectomy in adults with Prader-Willi syndrome and super-morbid obesity: a case report and literature review.

This study aimed to systematically assess perioperative clinical safety, medium-term weight loss outcomes, multidisciplinary management challenges, and the clinical applicability of laparoscopic sleeve gastrectomy (LSG) in adults with Prader-Willi syndrome (PWS) and super-morbid obesity (body mass index [BMI] ≥ 50 kg/m²), with the objective of identifying appropriate candidates for surgical intervention and establishing standardized perioperative management strategies. A 24-year-old male with PWS and super-morbid obesity (BMI: 64.44 kg/m²) underwent LSG following comprehensive multidisciplinary team (MDT) evaluation. Short-term postoperative recovery was uneventful; however, long-term weight reduction outcomes and the risk of postoperative complications remained uncertain. A review of the literature suggested that although LSG was associated with modest weight reduction in patients with PWS, significant postoperative management challenges remained, including behavioral issues, nutritional monitoring requirements, and the need for long-term multidisciplinary support. LSG should not be considered a first-line intervention for patients with PWS. Surgical intervention should be restricted to carefully selected patients following comprehensive MDT evaluation. Optimized perioperative behavioral management, together with emerging pharmacological therapies and non-invasive ventilatory support, may expand surgical eligibility within this patient population.

Open article ↗



2026-07-12 | Modern technological innovations in the management of Prader-Willi syndrome: From restrictive supervision to digital autonomy.

Aim: The study evaluates the effectiveness of wearable biometric devices, geofencing systems, and artificial intelligence algorithms in improving the quality of life and autonomy of individuals with Prader-Willi syndrome. It analyses the impact of digital ecosystems on reducing caregiver burden and personalizing therapy through objective data analysis. Materials and Methods: A systematic literature review was conducted in PubMed, Web of Science, and the Cochrane Library databases since 2019. Research focused on metabolic monitoring, the use of gamification and virtual reality in rehabilitation, and the implementation of smart home technologies for patients with rare genetic syndromes. Analysis indicates that data from wearable devices enables the detection of prodromal states, mitigating episodes of hyperphagia and aggression. Geofencing systems provide a safe environment for autonomous physical activity, improving cardiovascular fitness and reducing caregiver anxiety. Artificial intelligence algorithms, by personalizing the energy balance with a precision of 10 kilocalories, significantly optimize weight reduction. Conclusions: The digital support ecosystem redefines the care paradigm for Prader-Willi syndrome. Replacing human supervision with autonomous algorithmic control promotes behavioural stabilization and allows for greater patient self-determination. This process increases biological safety and significantly reduces the burden on caregivers, forming the basis of modern, individualized therapy.

Open article ↗



2026-07-02 | Correlations between endocrine-metabolic characteristics and body fat distribution, appetite, growth, and memory in children with Prader-Willi syndrome.

To explore the correlations between endocrine-metabolic characteristics and body fat distribution, appetite, growth, and memory in children with Prader-Willi Syndrome (PWS). Forty-six children with PWS and forty-six with simple obesity were studied, alongside a healthy control group. Researchers measured physical development, hyperphagia, memory, hormone levels, and lipid profiles. They compared endocrine-metabolic differences across groups and examined correlations between these indicators and body fat, appetite, growth, and memory in children with PWS. The PWS group presented overweight, growth retardation, increased body fat, elevated hyperphagia scores and reduced memory scores relative to simple obesity and healthy control groups, with distinct plasma metabolic and endocrine profiles (higher ghrelin, Triglycerides [TG], Total Cholesterol [TC], Low-Density Lipoprotein Cholesterol [LDL-C], Homeostatic Model Assessment of Insulin Resistance [HOMA-IR] and C-peptide; lower Insulin-like Growth Factor-1 [IGF-1], Triiodothyronine [T3], Thyroxine [T4], Thyroid-Stimulating Hormone [TSH] and High-Density Lipoprotein Cholesterol [HDL-C]). Correlation analyses confirmed positive associations of ghrelin, cortisol, and HOMA-IR with Fat Mass Index (FMI); of cortisol and HOMA-IR with hyperphagia score; of TSH, TG, HOMA-IR, and C-peptide with Body Mass Index (BMI); and of IGF-1 and T3 with memory score, as well as negative associations of IGF-1 with FMI and hyperphagia score; of HDL-C with BMI; and of ghrelin with memory score (all p < 0.05). Children with PWS present major endocrine-metabolic abnormalities associated with abnormal body fat, hyperphagia, growth retardation, and memory impairment, which help clarify multisystem damage in hereditary obesity and guide targeted clinical interventions.

Open article ↗



2026-06-30 | Laparoscopic sleeve gastrectomy in adults with Prader-Willi syndrome and super-morbid obesity: a case report and literature review.

This study aimed to systematically assess perioperative clinical safety, medium-term weight loss outcomes, multidisciplinary management challenges, and the clinical applicability of laparoscopic sleeve gastrectomy (LSG) in adults with Prader-Willi syndrome (PWS) and super-morbid obesity (body mass index [BMI] ≥ 50 kg/m²), with the objective of identifying appropriate candidates for surgical intervention and establishing standardized perioperative management strategies. A 24-year-old male with PWS and super-morbid obesity (BMI: 64.44 kg/m²) underwent LSG following comprehensive multidisciplinary team (MDT) evaluation. Short-term postoperative recovery was uneventful; however, long-term weight reduction outcomes and the risk of postoperative complications remained uncertain. A review of the literature suggested that although LSG was associated with modest weight reduction in patients with PWS, significant postoperative management challenges remained, including behavioral issues, nutritional monitoring requirements, and the need for long-term multidisciplinary support. LSG should not be considered a first-line intervention for patients with PWS. Surgical intervention should be restricted to carefully selected patients following comprehensive MDT evaluation. Optimized perioperative behavioral management, together with emerging pharmacological therapies and non-invasive ventilatory support, may expand surgical eligibility within this patient population.

Open article ↗



Access all drug discovery articles and probability of success in trials forecasts:

Access all drug discovery articles and probability of success in trials forecasts:

Drug Discovery Landscape

32 orphan drug designations for Prader-Willi syndrome, including 2 approved therapies.

32 orphan drug designations for Prader-Willi syndrome, including 2 approved therapies.

Drug

Therapy type

Regulator

Orphan designation

Approval

Sponsor

Cannabidiol acid methyl ester

small molecules

EMA

2024-07-25

Scendea (NL) B.V.

celastrol

small molecules

FDA

2024-04-10

ERX Pharmaceuticals, Inc.

pitolisant

small molecules

FDA

2024-02-12

Harmony Biosciences, LLC

5-BROMO-N-(PROP-2-YN-1-YL)-2-(1H-1,2,4-TRIAZOL-1-YL) PYRIMIDINE-4,6-DIAMINE

small molecules

FDA

2024-01-30

Palobiofarma S.L.

5-bromo-N-(prop-2-yn-1-yl)-2-(1H-1,2,4-triazol-1-yl)pyrimidine-4,6-diamine

small molecules

EMA

2023-11-08

Palo Biofarma S.L.

Denatonium acetate monohydrate

small molecules

FDA

2023-06-08

Aardvark Therapeutics, Inc.

avasimibe

small molecules

FDA

2023-05-16

EFIL BioScience Inc.

Cannabidiol acid methyl ester (CBDA-ME)

small molecules

FDA

2023-01-03

EPM Group Inc.

Oxytocin

peptides

FDA

2022-03-01

Tonix Pharmaceuticals, Inc.

Synthetic analogue of cyclic Glycine-Proline

small molecules

FDA

2021-09-02

Neuren Pharmaceuticals, Ltd.

Tesofensine plus metoprolol in a fixed-dose combination

small molecules

FDA

2021-03-02

Saniona S/A

(R)-3-(1-(2,3-dichloro-4-(pyrazin-2-yl)phenyl)-2,2,2-trifluoroethyl)-1-methyl-1-(1-methylpiperidin-4-yl)urea fumarate

small molecules

EMA

2020-12-09

Helsinn Birex Pharmaceuticals Limited

cannabidiol

small molecules

FDA

2020-08-21

Benuvia Operations LLC

Diazoxide choline

small molecules

EMA

2017-11-08

Soleno Therapeutics Europe Limited

Synthetic cyclic 8 amino acid analogue of human unacylated ghrelin

small molecules

EMA

2017-10-16

Millendo Therapeutics SAS

synthetic cyclic 8 amino acid analog of human unacylated ghrelin

small molecules

FDA

2017-10-12

Millendo Therapeutics, Inc.

oxytocin

peptides

FDA

2017-06-15

Eric Hollander, MD

Oleoylethanolamide

small molecules

FDA

2017-06-08

NutriForward, LLC

D-tagatose

small molecules

FDA

2017-01-19

Biospherics.net LLC

Setmelanotide

peptides

EMA

2016-06-27

Rhythm Pharmaceuticals Netherlands B.V.

setmelanotide

peptides

FDA

2015-09-21

Rhythm Metabolics, Inc.

oxytocin

peptides

FDA

2014-11-24

OT4B

Oxytocin

peptides

EMA

2014-07-29

OT4B

Beloranib

small molecules

EMA

2014-07-04

FGK Representative Service GmbH

diazoxide choline [Vykat XR]

small molecules

FDA

2014-05-13

2025-03-26

Soleno Therapeutics, Inc.

carbetocin (nasal spray)

small molecules

FDA

2014-04-11

Acadia Pharmaceuticals Inc.

beloranib

small molecules

FDA

2013-01-15

Zafgen, Inc.

diazoxide

small molecules

FDA

2012-12-03

Sedogen, LLC

Carbetocin [FE992097]

small molecules

EMA

2012-03-21

Voisin Consulting Life Sciences

Betahistine dihydrochloride

small molecules

FDA

2007-11-08

Altamira Therapeutics Inc.

Somatropin [rDNA] [Genotropin]

proteins

FDA

1999-07-06

2000-06-20

Pharmacia & Upjohn

Etiocholanedione

small molecules

FDA

1996-05-07

SuperGen, Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.

Explority AI logo

228 Park Ave S,
New York, USA.

At Explority, we build first-of-its-kind AI to bring clarity to the earliest and riskiest stages of pharmaceutical research by forecasting which therapies are most likely to succeed. Explority AI web and mobile applications are properties of the Explority AI Inc., a company registered in the United States (File No. 10320493).
For all questions: support@explority.ai

Copyright © 2026 Explority AI Inc.