Flagship’s machine learning startup Generate bags $370M in latest round with plans for a big hiring spree

Generate co-founder Molly Gibson and CEO Mike Nally

As the fu­ture of ma­chine learn­ing and AI promis­es to make ma­jor break­throughs in drug de­vel­op­ment, a suite of star­tups is look­ing to scale their own com­pet­ing ro­bot brain trusts. An am­bi­tious start­up out of Flag­ship Pi­o­neer­ing’s in­cu­ba­tor un­cloaked last year with its own spin in that arms race — and now it’s primed and ready for a ma­jor ex­pan­sion in the com­ing years.

Gen­er­ate Bio­med­i­cines has closed a gi­ant $370 mil­lion Se­ries B from found­ing in­vestor Flag­ship as well as Alas­ka Per­ma­nent Fund, Al­ti­tude Life Sci­ence Ven­tures, ARCH Ven­ture Part­ners, and funds and ac­counts ad­vised by T. Rowe Price As­so­ci­ates, the com­pa­ny said.

Gen­er­ate, which de­buted in late 2020, is Flag­ship’s shot at us­ing ma­chine learn­ing ad­vances to change the game in the de­vel­op­ment of pro­tein ther­a­peu­tics, with the com­pa­ny promis­ing much faster de­vel­op­ment times and dis­cov­ery suc­cess rates. It’s a mod­el be­ing tried else­where from com­pa­nies like Ex­sci­en­tia and In­sil­i­co, but Gen­er­ate sets it­self apart with its fo­cus on pro­tein se­quenc­ing and the goal to pro­duce de no­vo bi­o­log­ics.

Since launch, Gen­er­ate has been hard at work crunch­ing da­ta through its sys­tem in an at­tempt to give it the broad­est pos­si­ble plat­form for dis­cov­ery. Now, the com­pa­ny is ready to great­ly ex­pand its ‘wet lab’ and bi­ol­o­gy ca­pa­bil­i­ties, CEO Mike Nal­ly told End­points News, and that will spell a huge hir­ing spree for the com­pa­ny as well as new cor­po­rate digs in the Somerville, MA area and an­oth­er site in An­dover.

Cur­rent­ly op­er­at­ing with a work­force of around 80, Gen­er­ate is plan­ning to make the quan­tum leap to 500 em­ploy­ees over the course of the next two years while al­so mov­ing in­to two new fa­cil­i­ties in the com­ing weeks and months. The An­dover site will be used to ex­pand the biotech’s range in struc­tur­al bi­ol­o­gy, in­clud­ing a big in­vest­ment in cryo­genic elec­tron mi­croscopy (cryo-EM), a cut­ting-edge tech­nique used to de­ter­mine the struc­ture of pro­teins.

The im­me­di­ate goal is to move past the work of the past two years, pri­mar­i­ly prov­ing Gen­er­ate’s plat­form could pro­duce high­er bind­ing affin­i­ty pro­teins from pre­cur­sor ref­er­ence bi­o­log­ics, in­to the realm of de­vel­op­ing pro­tein drugs from scratch us­ing pro­pri­etary da­ta learn­ing, Gen­er­ate’s chief strat­e­gy and in­no­va­tion of­fi­cer and co-founder Mol­ly Gib­son told End­points.

‘Since in­cep­tion, we’ve set out to an­swer this ques­tion whether we can pro­gram pro­teins at the DNA lev­el, and what we’ve done over the past year is take those first in­sights … re­al­ly show that at scale and push pro­grams for­ward,’ Gib­son said. ‘We’ve shown that we’ve been able to make sig­nif­i­cant ad­vances over where we start­ed cre­at­ing these ma­chine learn­ing al­go­rithms us­ing pub­lic da­ta.’

Now, the team said it will be ready to start churn­ing out pre­clin­i­cal can­di­dates by the end of the year with some of those pro­grams ex­pect­ed to hit hu­man tri­als as ear­ly as 2023.

As the clin­ic moves clos­er, the Gen­er­ate team is keep­ing a close eye on the po­ten­tial for strate­gic part­ner­ships giv­en the po­ten­tial breadth of its plat­form’s ca­pa­bil­i­ties. Those strate­gic part­ner­ships, more in the line of sub­stan­tial R&D team-ups, are a key part of the com­pa­ny’s BD strat­e­gy mov­ing for­ward, Nal­ly said, which the com­pa­ny will have to lever­age with its own in-house work.

‘The re­al­i­ty is … we can pro­duce far more than we can con­sume so we want to make sure we com­ple­ment our ex­per­tise in pro­tein en­gi­neer­ing with oth­ers’ dis­tinct ca­pa­bil­i­ty in ar­eas like dis­ease-area bi­ol­o­gy, man­u­fac­tur­ing and clin­i­cal de­vel­op­ment,’ Nal­ly said. ‘Ul­ti­mate­ly there’s a huge in­vest­ment across biotech and phar­ma in un­der­stand­ing tar­get bi­ol­o­gy so we think if there’s an ap­pro­pri­ate task, this tech­nol­o­gy may be able to ad­dress it in a way that very few oth­er tech­nolo­gies can.’

For years, paper-based processes and individual point solutions dominated the clinical research landscape, and patient participation in clinical trials was largely an in-person engagement. But when the COVID-19 pandemic took a stronghold, traditional clinical trial methods emerged as inadequate, putting clinical trials and the life sciences industry at a crossroads. Practically overnight, the industry had to rapidly shift to decentralized clinical trial methods, while maintaining data quality and regulatory compliance.

Douglas Fambrough, Dicerna CEO (Dicerna via YouTube)

Early this year researchers at Novo Nordisk were beaming as they announced the first drug identified in their RNAi alliance with Dicerna was headed into the clinic. And now they’re coming back for the whole thing.

This morning the Copenhagen-based pharma giant put out word that it is buying Dicerna $DRNA — an RNAi pioneer that has had its up and downs over the years — for $3.3 billion. Novo is paying $38.25 a share — an 80% premium.

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Gilead is going all in — hook, line and sinker — on its oncology alliance with Arcus. And they are going for broke.

The big biotech unveiled a deal that now delivers $725 million in opt-in payments covering the clinical development programs for Arcus, ranging from their closely watched anti-TIGIT programs for domvanalimab and AB308 to etrumadenant (the A2a/A2b adenosine receptor antagonist) and quemliclustat, the small molecule CD73 inhibitor. Gilead will also cover half of the development costs, handing Terry Rosen’s biotech a deal that gives them a clear cash runway to achieving all its goals in oncology.

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Protein degradation is one of the hot drug classes of the future, but competitors are piling in with the likes of C4, Arvinas, Frontier Medicines and Vividion jostling for position. A new startup wants to apply the lessons learned from degradation outside the cell, and it now has the greenlight from RA Capital to steam ahead.

Avilar Therapeutics launched Thursday with $60 million from founding investor RA to chase a novel protein degradation drug class the startup is calling ATACs— short for ‘ASGPR Targeting Chimeras’ — that looks to trash unwanted proteins circulating outside the human cell.

Catherine Stehman-Breen and Vic Myer, Chroma CEO and CSO

A handful of the world’s most prominent gene editing-focused academics have been working for over a year on a new company built around a new approach for modifying DNA to treat disease. Known as Chroma Medicine, it launched on Wednesday with $125 million in early funding from Atlas, Newpath, Cormorant and several other VCs.

Chroma will focus on a markedly different way of modifying the genome than most of the gene editing biotechs that have arisen since CRISPR was pioneered nearly a decade ago. Instead of trying to erase or rewrite portions of a patient’s actual DNA — those As, Ts, Cs and Gs — Chroma will try to change the way that DNA is expressed in the cell.

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A few weeks after Jennifer Doudna introduced CRISPR/Cas9 genome editing to the world, one of her old students decided to take the central part of the biology-altering invention and kill it.

CRISPR/Cas9, as the name implies, is a two-part system: a string of letters called a guide RNA, that says where to cut the DNA. And an enzyme, Cas9, that does the cutting. Often compared to molecular scissors, it was the first system that allowed researchers to cut DNA with ease and precision, promising potential cures for genetic diseases such as sickle cell and cystic fibrosis.

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Merck is making room for yet another use on its Keytruda label — this time, as the first adjuvant immunotherapy for certain renal cell carcinoma patients after they’ve had kidney surgery.

The FDA has approved Keytruda in the adjuvant setting three weeks before its goal date, marking the latest in a streak of label expansions and giving the PD-1 superstar a leg up on its checkpoint inhibitor rivals.

Mene Pangalos (AstraZeneca via YouTube)

New follow-up data suggest that AstraZeneca’s long-acting antibody can protect high-risk populations from contracting Covid-19 for as long as six months, beefing up the case for it as a form of ‘passive immunization’ or ‘passive vaccination.’

At a six-month cutoff for the Phase III PROVENT trial, investigators tracked an 83% reduction in risk of symptomatic Covid-19 after one dose of the antibody among 4,991 volunteers. The company did not spell out case counts on either arm, noting only that there were no severe disease or Covid-related deaths in the AZD7442 arm and two additional cases of severe Covid-19 in the placebo arm (for a total of five severe cases and two related deaths).

John Reed (Jeff Rumans for Endpoints News)

For most of the up-and-coming AI players in the biotech space, we’ve seen a slew of deals to utilize AI and machine learning in drug discovery and manufacturing. Companies such as Insilico and Generate — just to name two — have been bagging partnerships and deals left and right.

Sanofi, though, has now lined up a new deal with one of the lower profile ops in Europe, going with a big investment with an eye to improving its odds in clinical development — and the biotech industry’s newest AI deal touts a new ingredient: federated learning.

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