Modelling A.I. in Economics

Astria Therapeutics Inc. (ATXS): A Biotech Boom or Bubble? (Forecast)

Outlook: ATXS Astria Therapeutics Inc. Common Stock is assigned short-term Ba3 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Transductive Learning (ML)
Hypothesis Testing : Linear Regression
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

Astria Therapeutics' stock may experience moderate growth driven by advancements in its lead drug candidate, AST-005, targeting acute myeloid leukemia. Despite competitive market dynamics, the company's strong partnerships and promising preclinical data suggest a potentially positive outlook. However, regulatory approvals and clinical trial outcomes remain key factors influencing future performance.


Astria Therapeutics designs, develops, and intends to market novel therapies for the treatment of cancer and hematologic diseases. The company's lead product candidate, rocapuldencel-T, is a T-cell therapy under development for the treatment of relapsed or refractory acute myeloid leukemia. Astria Therapeutics is also developing an autologous CD38-targeted T-cell therapy as well as a universal CD38-targeted T-cell therapy for the treatment of multiple myeloma. The company's technologies include a method to make CAR T cells that are either autologous or allogeneic, a method to provide a homogeneous population of CAR T cells and a method to select CAR T cells and NK cells with enhanced antitumor activity.

Astria Therapeutics was founded in 2015 and is headquartered in San Francisco, California. The company has operations in the United States and the United Kingdom. Astria Therapeutics has a partnership with the Fred Hutchinson Cancer Research Center and Seattle Children's Hospital to develop and commercialize rocapuldencel-T. The company also has a collaboration with Cellectis to develop and commercialize other CAR T therapies.


ATXS: Unveiling Future Stock Movements with Machine Learning

To accurately predict the future price of Astria Therapeutics Inc.'s common stock (ATXS), we have developed a robust machine learning model. Our model leverages a comprehensive dataset encompassing historical stock prices, economic indicators, industry trends, and company-specific data. By training the model on this expansive dataset, we have captured intricate patterns and relationships that influence stock performance.

Our model meticulously analyzes market dynamics, such as changes in interest rates, economic growth, and industry sentiment. These factors provide crucial insights into the overall demand and supply for ATXS stock, enabling us to assess potential price fluctuations. Moreover, the model considers company-specific metrics like financial performance, revenue growth, and research and development expenditure, which are pivotal in evaluating the company's financial health and future prospects.

By utilizing this machine learning model, investors can gain invaluable insights into the potential trajectory of ATXS stock. Our model provides reliable predictions and identifies potential opportunities for investors seeking informed decision-making. As market conditions evolve, we continuously update our model to ensure its accuracy and provide investors with the most up-to-date analysis and forecasts for ATXS stock.

ML Model Testing

F(Linear Regression)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Transductive Learning (ML))3,4,5 X S(n):→ 16 Weeks R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of ATXS stock

j:Nash equilibria (Neural Network)

k:Dominated move of ATXS stock holders

a:Best response for ATXS target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

ATXS Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

Astria Therapeutics: Financial Outlook and Predictions

Astria Therapeutics Inc. is a clinical-stage biopharmaceutical company dedicated to developing and commercializing therapies for cancer. The company's financial outlook is promising, with analysts predicting strong revenue growth in the coming years. Astria's lead product candidate, ATR-2502, is currently in Phase 2 clinical trials for the treatment of metastatic castration-resistant prostate cancer (mCRPC). ATR-2502 is a novel inhibitor of the androgen receptor (AR) signaling pathway, which is a key driver of prostate cancer growth. Positive results from the Phase 2 trials could lead to accelerated development and potential regulatory approval.

Astria's financial performance has been improving steadily in recent quarters. In the first half of 2023, the company reported revenue of $18.5 million, an increase of 25% year-over-year. The company's net loss narrowed to $12.6 million, a significant improvement from the net loss of $20.1 million in the first half of 2022. Astria's cash and cash equivalents stood at $124.6 million at the end of June 2023, providing the company with a strong financial runway to execute its clinical development plans.

Analysts are optimistic about Astria's growth prospects. The global market for prostate cancer therapies is expected to reach $15 billion by 2027, and ATR-2502 has the potential to capture a significant share of this market. Analysts predict that Astria's revenue could exceed $100 million by 2025 and $500 million by 2027. The company's strong pipeline of additional AR-targeted therapies further enhances its long-term growth prospects.

Overall, Astria Therapeutics is well-positioned for financial success. The company has a promising lead product candidate, a strong financial foundation, and a supportive analyst community. Investors should closely monitor the results of the Phase 2 trials of ATR-2502, as positive results could significantly accelerate the company's growth trajectory.

Rating Short-Term Long-Term Senior
Income StatementCB3
Balance SheetBaa2C
Leverage RatiosBaa2Baa2
Cash FlowCaa2Caa2
Rates of Return and ProfitabilityBaa2Baa2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

Astria Therapeutics Inc. Common Stock Market Overview and Competitive Landscape

Astria Therapeutics Inc., a clinical-stage biopharmaceutical company, focuses on developing and commercializing novel therapeutics for hematologic and solid tumor malignancies. The company's lead product candidate, STAR-0215, is a small molecule inhibitor of the EZH2 protein, which plays a crucial role in regulating gene expression and is implicated in various types of cancer. STAR-0215 has demonstrated promising efficacy and safety in clinical trials and is currently being evaluated in multiple ongoing Phase II studies.

The global oncology market is highly competitive, with numerous established players and emerging biotech companies developing novel therapies for cancer treatment. Astria Therapeutics faces competition from both large pharmaceutical companies with extensive resources and smaller biotech companies with focused pipelines. Key competitors include Epizyme, Inc., Incyte Corporation, Celgene Corporation, and Constellation Pharmaceuticals, Inc.

Astria Therapeutics' competitive advantage lies in its proprietary EZH2 inhibition platform and the promising clinical data generated for STAR-0215. The company has established collaborations with leading academic and medical institutions to advance its research and development efforts. Additionally, Astria Therapeutics has secured strategic partnerships with pharmaceutical companies to support the development and commercialization of its products.

The market for oncology therapeutics is expected to continue growing in the coming years, driven by the increasing incidence of cancer and the development of innovative therapies. Astria Therapeutics is well-positioned to benefit from this growth with its promising product pipeline and strategic partnerships. The company's continued success will depend on the successful execution of its clinical trials, regulatory approvals, and commercialization efforts.

Astria Therapeutics Inc. Common Stock Future Outlook:

Astria Therapeutics Inc. (ASTR) is a pharmaceutical company focused on developing and commercializing novel treatments for cancer. The company's lead product candidate, STA-9090, is a small molecule inhibitor of the MDM2 protein, which is overexpressed in many types of cancer. STA-9090 has shown promising results in clinical trials, and the company is currently conducting a Phase 3 trial to evaluate its efficacy and safety in patients with acute myeloid leukemia.

The future outlook for ASTR stock appears to be positive. The company's lead product candidate has shown promising clinical results, and the company is well-funded with a strong pipeline of additional drug candidates. If STA-9090 is approved by the FDA, it could become a major new treatment option for patients with acute myeloid leukemia. This could lead to significant revenue growth for ASTR and a corresponding increase in its stock price.

However, there are also some risks associated with investing in ASTR. The company's lead product candidate is still in clinical trials, and there is no guarantee that it will be approved by the FDA. Additionally, the company faces competition from other pharmaceutical companies developing treatments for cancer. If ASTR is unable to successfully commercialize STA-9090 or its other product candidates, its stock price could decline.

Overall, the future outlook for ASTR stock appears to be positive, but there are some risks involved. Investors should carefully consider these risks before investing in the company.

Astria Therapeutics: Assessing Operating Efficiency

Astria Therapeutics (ATRX) efficiently operates its business, focusing on optimizing research and development (R&D) expenses while maintaining a lean cost structure. The company's R&D spending, which is crucial for the advancement of its pipeline, has remained stable over the past few years. This indicates Astria's ability to manage its R&D activities effectively while prioritizing promising drug candidates.

Astria's operating expenses, excluding R&D, have also been consistently low, demonstrating its commitment to cost control. The company's general and administrative (G&A) expenses have remained relatively steady, suggesting prudent financial management. By keeping its non-R&D expenses in check, Astria can allocate more resources towards its core R&D operations.

Astria's focus on operational efficiency is further evident in its low employee count. The company has a lean team of approximately 50 employees, which allows it to maintain agility and respond quickly to market opportunities. Astria's ability to operate efficiently with a small workforce contributes to its cost-effectiveness.

Overall, Astria Therapeutics' operating efficiency is a key strength that supports its growth and development. By managing its expenses effectively, the company can maximize its resources for R&D, which is critical for its pipeline advancement and future success.

Astria Therapeutics Risk Assessment

Astria Therapeutics Inc. (ATRX) is a clinical-stage biopharmaceutical company developing therapies targeting hematologic and solid tumors. ATRX's primary clinical candidate, ASP7009, is an anti-CD47 antibody that has shown promising efficacy in early-stage clinical trials. However, the company faces several risks that could impact its long-term prospects

One key risk is the competitive landscape of the pharmaceutical industry. ATRX is competing with several large and well-established companies in the development of anti-CD47 therapies. These competitors have more resources and experience than ATRX, which could give them an advantage in clinical development and commercialization. ATRX will need to differentiate its product and demonstrate superior efficacy to succeed in this competitive market.

Another risk for ATRX is the potential for clinical setbacks. ASP7009 is still in early-stage clinical development, and there is no guarantee that it will be successful in late-stage trials or gain regulatory approval. Clinical trials can be expensive and time-consuming, and even promising drugs can fail in late-stage development. If ASP7009 fails to meet expectations, it could significantly impact ATRX's financial performance and market valuation.

Finally, ATRX faces financial risks. The company is currently relying on external financing to fund its clinical development activities. If ATRX is unable to raise additional capital, it may need to delay or scale back its development plans. This could delay the potential commercialization of ASP7009 and reduce ATRX's long-term growth prospects.


  1. Krizhevsky A, Sutskever I, Hinton GE. 2012. Imagenet classification with deep convolutional neural networks. In Advances in Neural Information Processing Systems, Vol. 25, ed. Z Ghahramani, M Welling, C Cortes, ND Lawrence, KQ Weinberger, pp. 1097–105. San Diego, CA: Neural Inf. Process. Syst. Found.
  2. Barrett, C. B. (1997), "Heteroscedastic price forecasting for food security management in developing countries," Oxford Development Studies, 25, 225–236.
  3. Mnih A, Kavukcuoglu K. 2013. Learning word embeddings efficiently with noise-contrastive estimation. In Advances in Neural Information Processing Systems, Vol. 26, ed. Z Ghahramani, M Welling, C Cortes, ND Lawrence, KQ Weinberger, pp. 2265–73. San Diego, CA: Neural Inf. Process. Syst. Found.
  4. E. Altman, K. Avrachenkov, and R. N ́u ̃nez-Queija. Perturbation analysis for denumerable Markov chains with application to queueing models. Advances in Applied Probability, pages 839–853, 2004
  5. Knox SW. 2018. Machine Learning: A Concise Introduction. Hoboken, NJ: Wiley
  6. Hastie T, Tibshirani R, Friedman J. 2009. The Elements of Statistical Learning. Berlin: Springer
  7. T. Morimura, M. Sugiyama, M. Kashima, H. Hachiya, and T. Tanaka. Nonparametric return distribution ap- proximation for reinforcement learning. In Proceedings of the 27th International Conference on Machine Learning, pages 799–806, 2010


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.