“QR Code for Cancer Cells” – Uncovering Why Some Cells Become Resistant to Anti-Cancer Therapies

by Win Reynolds

QR codeA research team led by engineers at the University of Pennsylvania and Northwestern University scientists has created a new synthetic biology approach, or a “QR code for cancer cells,” to follow tumor cells over time, finding there are meaningful differences in why a cancer cell dies or survives in response to anti-cancer therapies.

Remarkably, what fate cancer cells choose after months of therapy is “entirely predictable” based on seemingly small, yet important, differences that appear even before treatment begins. The researchers also discovered the reason is not genetics, contrary to beliefs held in the field.

The findings were recently published in Nature.

The study outlined the team’s new technology platform that developed a QR code for each of the millions of cells for scientists to find and use later — much like tagging swans in a pond. The QR code directs researchers to a genome-wide molecular makeup of these cells and provides information about how they’ve reacted to cancer treatment.

“We think this work stands to really change how we think about therapy resistance,” said Arjun Raj, co-senior author and Professor in Bioengineering in the School of Engineering and Applied Science at the University of Pennsylvania. “Rather than drug-resistant cells coming in just one flavor, we show that even in highly controlled conditions, different ‘flavors’ can emerge, raising the possibility that each of these flavors may need to be treated individually.”

In the study, the lab and collaborators sought to apply synthetic biology tools to answer a key question in cancer research: What makes certain tumors come back a few months or years after therapy? In other words, could the lab understand what causes some rare cells to develop therapeutic resistance to a drug?

“There are many ways cells become different from each other,” said Yogesh Goyal, the co-senior author at Northwestern University. “Our lab asks, how do individual cells make decisions? Understanding this in the context of cancer is all the more exciting because there’s a clinically relevant dichotomy: A cell dies or becomes resistant when faced with therapies.”

Using the interdisciplinary team, the scientists put the before-and-after cloned cells through a whole genome sequencing pipeline to compare the populations and found no systematic underlying genetic mutations to investigate the hypothesis. Raj and Goyal  helped develop the QR code framework, FateMap, that could identify each unique cell that seemed to develop resistance to drug therapy. “Fate” refers to whether a cell dies or survives (and if so, how), and the scientists “map” the cells across their lifespan, prior to and following anti-cancer therapy. FateMap is the result of work from several research institutions, and it applies an amalgamation of concepts spanning several disciplines, including synthetic biology, genome engineering, bioinformatics, machine learning and thermodynamics.

“Some are different by chance — just as not all leaves on a tree look the same — but we wanted to determine if that matters,” Goyal said. “The cell biology field has a hard time defining if differences have meaning.”

Read the full story in Penn Engineering Today.

Yogesh Goyal Selected as 2021 STAT Wunderkind

Yogesh Goyal, Ph.D.

Yogesh Goyal, Ph.D.,  a postdoctoral researcher in Genetics and Bioengineering, has been selected as a 2021 STAT Wunderkind, which honors the “next generation of scientific superstars.” Goyal’s research is centered around developing novel mathematical and experimental frameworks to study how a rare subpopulation of cancer cells are able to survive drug therapy and develop resistance, resulting in relapse in patients. In particular, his work provides a view of different paths that single cancer cells take when becoming resistant, at unprecedented resolution and scale. This research aims to help devise novel therapeutic strategies to combat the challenge of drug resistance in cancer.

Goyal is a Jane Coffin Childs Postdoctoral Fellow in the systems biology lab of Arjun Raj, Professor in Bioengineering and Genetics at Penn. He will begin an appointment as Assistant Professor in the Department of Cell and Developmental Biology (CDB) in the Feinberg School of Medicine at Northwestern University in spring 2022.

Read the announcement in Penn Medicine News.

Yogesh Goyal Appointed Assistant Professor at Northwestern University

Yogesh Goyal, Ph.D.

The Department of Bioengineering is proud to congratulate Yogesh Goyal on his appointment as Assistant Professor in the Department of Cell and Developmental Biology (CDB) in the Feinberg School of Medicine at Northwestern University. His lab will be housed within the Center for Synthetic Biology. His appointment will begin in Spring 2022.

Yogesh grew up in Chopra Bazar, a small rural settlement in Jammu and Kashmir, India. He received his undergraduate degree in Chemical Engineering from the Indian Institute of Technology Gandhinagar. Yogesh joined Princeton University for his Ph.D. in Chemical and Biological Engineering, jointly mentored by Professors Stanislav Shvartsman and Gertrud Schüpbach. Yogesh is currently a Jane Coffin Childs Postdoctoral Fellow in the lab of Arjun Raj, Professor in Bioengineering and Genetics at Penn.

“I am so excited for Yogesh beginning his faculty career,” Raj says. “He is a wonderful scientist with a sense of aesthetics. His work is simultaneously significant and elegant, a powerful combination.”

With a unique background in engineering, developmental biology, biophysical modeling, and single-cell biology, Yogesh develops quantitative approaches to problems in developmental biology and cancer drug resistance. As a postdoc, Yogesh developed theoretical and experimental lineage tracing approaches to study how non-genetic fluctuations may arise within genetically identical cancer cells and how these fluctuations affect the outcomes upon exposure to targeted therapy drugs. The Goyal Lab at Northwestern will “combine novel experimental, computational, and theoretical frameworks to monitor, perturb, model, and ultimately control single-cell variabilities and emergent fate choices in development and disease, including cancer and developmental disorders.”

“I am excited to start a new chapter in my academic career at Northwestern University,” Goyal says. “I am grateful for my time at Penn Bioengineering, and I thank my mentor Arjun Raj and the rest of the lab members for making this time intellectually and personally stimulating.”

Congratulations to Dr. Goyal from everyone at Penn Bioengineering!

Postdoctoral Researcher Yogesh Goyal Wins BWF Career Award

Yogesh Goyal, Ph.D.

The Department of Bioengineering at Penn is thrilled to congratulate Yogesh Goyal, PhD on receiving a Burroughs Wellcome Fund (BWF) Career Award at the Scientific Interface (CASI) award for 2020-2025. He is currently a Jane Coffins Child Fellow in the lab of Arjun Raj, Professor of Bioengineering.

The BWF CASI Career Awards provide $500,000 over five years to bridge advanced postdoctoral training and the first three years of faculty service; and to foster the early career development of researchers who have transitioned from physical/mathematical/computational sciences or engineering into the biological sciences, and who are dedicated to pursuing a career in academic research. Goyal is one of just eight recipients of the 2020-2025 CASI award.

Goyal did much of his schooling in Jammu and Kashmir, India, and received his undergraduate degree in Chemical Engineering at the Indian Institute of Technology, Gandhinagar. He received his PhD from Princeton University in the Department of Chemical and Biological Engineering and the Lewis-Sigler Institute for Integrative Genomics, under the joint mentorship of Stanislav Shvartsman, PhD, and Gertrud Schüpbach, PhD. After finishing his doctorate, he came to Penn Bioengineering to work in the Raj Lab for Systems Biology.

Goyal’s research work is centered around developing novel mathematical and experimental frameworks to study how a rare subpopulation of cancer cells are able to survive drug therapy and develop resistance, resulting in relapse in patients. In particular, his work will provide a view of different paths that single cancer cells take when becoming resistant, at unprecedented resolution and scale. In turn, this will help devise novel therapeutic strategies to combat the challenge of drug resistance in cancer.

“I am very excited to be a part of the community of the Burroughs Wellcome Fund CASI award past and present recipients, which also includes my postdoctoral adviser Arjun Raj, who received this award in 2008,” Goyal says. “This CASI award will help provide me with the freedom to pursue high risk research directions as I transition to faculty. I feel fortunate to be surrounded by kind and supportive colleagues in the Bioengineering Department at Penn, an environment that has been critical for my interdisciplinary journey as a scientist.”

Bioengineering Postdoc Yogesh Goyal Receives Two Prestigious Awards

Yogesh Goyal
Yogesh Goyal, PhD

The University of Pennsylvania Department of Bioengineering is proud to announce that Yogesh Goyal, a postdoctoral fellow in the laboratory of Professor Arjun Raj, PhD, has received two pretigious awards. First, has received the Jane Coffin Childs (JCC) Memorial Fund Fellowship, which is a premier fellowship for biomedical studies. The JCC fellowship provides three years of funding at approximately $50,000 per year to top scholars having received the PhD in the previous 18 months. In addition, along with recently minted Bioengineering PhD Jina Ko, Yogesh has been named one of the 14 inaugural Schmidt Science Fellows, each of whom receives $100,000 to cover living expenses while working as a postdoctoral fellow under the auspices of the Rhodes Trust.

“I am thrilled to have the opportunity to work with such a talented scientist in the coming years on quantitative problems related to development and cancer,” Dr. Raj said. “These fellowships are a well-deserved recognition of Yogesh’s scientific vision and dedication.”

Yogesh, a native of Jammu and Kashmir, India, received his undergraduate in chemical engineering at the Indian Institute of Technology. He then came to Princeton University and studied for the PhD in the Department of Chemical and Biological Engineering and the Lewis-Sigler Institute for Integrative Genomics, under the advisement of Stanislav Shvartsman, PhD, and Trudi Schüpbach, PhD. He came to Penn Bioengineering after finishing his doctorate.

“I am very excited to be selected for two prestigious fellowships,” Yoghes says. “I am looking forward to working with Arjun on learning experimental and computational single-cell techniques to understand developmental and invasive systems.”